This libary 'Pandas' is uesd to read the data from CSV files and compute it into a dataframe.

In [1]:
import pandas as pd

Matplotlib is a libary that will be used in this analysis for creating visualizations.

In [2]:
import matplotlib.pyplot as plt

The Collections is a built in Python module, in this analysis it will be used to detect repatiton in a list.

In [3]:
from collections import Counter

This library 'Numpy' is a Python libary that will be used in this analysis to create arrays.

In [4]:
# importing module
import numpy as np

The library 'Numpy.linalg' is a Python libary that will be used to calculate the cosine of two or more elements.

In [5]:
# importing module
from numpy.linalg import norm

Reading the data from the 'mpst_full_data.csv' csv file carries the information about Movies and made into a dataframe. This dataframe will be called vector_info.

In [6]:
### The data frame is called house_info
vector_info = pd.read_csv("mpst_full_data.csv")#,error_bad_lines=False)
pd.set_option('display.max_columns', None)
In [7]:
vector_info
Out[7]:
imdb_id title plot_synopsis tags split synopsis_source
0 tt0057603 I tre volti della paura Note: this synopsis is for the orginal Italian... cult, horror, gothic, murder, atmospheric train imdb
1 tt1733125 Dungeons & Dragons: The Book of Vile Darkness Two thousand years ago, Nhagruul the Foul, a s... violence train imdb
2 tt0033045 The Shop Around the Corner Matuschek's, a gift store in Budapest, is the ... romantic test imdb
3 tt0113862 Mr. Holland's Opus Glenn Holland, not a morning person by anyone'... inspiring, romantic, stupid, feel-good train imdb
4 tt0086250 Scarface In May 1980, a Cuban man named Tony Montana (A... cruelty, murder, dramatic, cult, violence, atm... val imdb
... ... ... ... ... ... ...
14823 tt0219952 Lucky Numbers In 1988 Russ Richards (John Travolta), the wea... comedy, murder test wikipedia
14824 tt1371159 Iron Man 2 In Russia, the media covers Tony Stark's discl... good versus evil, violence train wikipedia
14825 tt0063443 Play Dirty During the North African Campaign in World War... anti war train wikipedia
14826 tt0039464 High Wall Steven Kenet catches his unfaithful wife in th... murder test wikipedia
14827 tt0235166 Against All Hope Sometime in the 1950s in Chicago a man, Cecil ... christian film test wikipedia

14828 rows × 6 columns

In [8]:
len(Counter(vector_info.tags))
Out[8]:
5604
In [9]:
Counter(vector_info.tags)
Out[9]:
Counter({'cult, horror, gothic, murder, atmospheric': 1,
         'violence': 584,
         'romantic': 731,
         'inspiring, romantic, stupid, feel-good': 1,
         'cruelty, murder, dramatic, cult, violence, atmospheric, action, romantic, revenge, sadist': 1,
         'romantic, queer, flashback': 3,
         'gothic, cruelty, violence, cult, revenge, sadist': 1,
         'mystery, suspenseful, action, murder, flashback': 1,
         'revenge, neo noir, murder, violence, flashback': 11,
         'cult, prank': 1,
         'cult, psychedelic, murder, violence': 3,
         'tragedy, dramatic, murder': 2,
         'murder': 1004,
         'flashback, autobiographical, home movie': 1,
         'good versus evil': 95,
         'suspenseful, depressing, realism': 1,
         'boring, murder, cult, violence, atmospheric, haunting, romantic, sentimental': 1,
         'flashback': 332,
         'paranormal, horror, haunting': 1,
         'suspenseful, neo noir, murder, violence, action, revenge': 1,
         'romantic, historical, storytelling': 2,
         'romantic, home movie': 6,
         'comedy, cruelty, murder, sadist, flashback, revenge, storytelling': 1,
         'dramatic, murder': 2,
         'fantasy, murder, violence, flashback, philosophical, revenge': 1,
         'historical, feel-good': 1,
         'boring, adult comedy, cute, flashback, romantic, entertaining': 1,
         'cult, comedy, entertaining': 3,
         'bleak, comedy, humor, entertaining': 1,
         'revenge, murder': 150,
         'cult, stupid, atmospheric, violence, romantic': 1,
         'cult, murder, violence, prank': 1,
         'cult, murder, flashback': 11,
         'psychedelic, comedy, murder, storytelling, flashback': 1,
         'violence, historical': 6,
         'comedy, suspenseful, gothic, murder, paranormal, cult, violence, plot twist, flashback, good versus evil, psychedelic, humor, revenge': 1,
         'dramatic, boring': 4,
         'paranormal, suspenseful, gothic, flashback': 1,
         'revenge, cruelty, murder, violence, romantic': 1,
         'murder, flashback': 124,
         'murder, violence, flashback, good versus evil, humor, action, romantic, revenge, entertaining': 1,
         'comedy': 157,
         'tragedy': 77,
         'christian film': 31,
         'tragedy, pornographic, murder': 1,
         'comedy, gothic, murder, cult, violence, flashback, good versus evil, insanity, psychedelic, brainwashing, sci-fi': 1,
         'dark, boring, gothic, murder, mystery, cult, violence, horror, atmospheric, action, claustrophobic, suspenseful, sci-fi': 1,
         'entertaining': 39,
         'psychedelic': 437,
         'romantic, psychological, flashback': 1,
         'melodrama': 106,
         'comedy, boring, historical fiction, flashback, absurd, humor, satire': 1,
         'insanity, comedy, suspenseful, psychedelic, murder': 1,
         'comedy, suspenseful, mystery, murder, cult, violence, flashback, insanity, humor, action, revenge': 1,
         'good versus evil, violence, revenge, cruelty, murder': 1,
         'brainwashing, violence, action, murder, flashback': 1,
         'cult, romantic': 33,
         'cult, violence, romantic': 3,
         'comedy, violence, cult, humor, action, suspenseful': 1,
         'revenge, comedy, satire, historical, flashback': 1,
         'dark, suspenseful, murder, paranormal, haunting, flashback, psychedelic, revenge, storytelling': 1,
         'dark, comedy, neo noir, murder, cult, violence, entertaining, sadist': 1,
         'revenge': 232,
         'dramatic, suspenseful, mystery': 1,
         'revenge, historical, murder': 1,
         'cult, suspenseful, psychedelic, claustrophobic': 1,
         'paranormal, murder': 24,
         'comedy, atmospheric': 1,
         'romantic, humor, entertaining, boring': 1,
         'comedy, boring, cruelty, murder, cult, violence, atmospheric, good versus evil, action': 1,
         'sadist': 14,
         'comedy, murder, cult, alternate reality, psychedelic, satire, alternate history': 1,
         'cult, entertaining, sadist': 1,
         'good versus evil, cult, gothic, murder, haunting': 1,
         'good versus evil, revenge, cult': 1,
         'brainwashing, violence, satire, murder, stupid': 1,
         'bleak, cult, comedy, satire, entertaining': 1,
         'violence, revenge, sadist': 4,
         'fantasy, gothic, murder, boring, cult, violence, good versus evil, romantic': 1,
         'fantasy, murder, violence, flashback, good versus evil, psychedelic, humor, action, comic, revenge, entertaining, sci-fi': 1,
         'murder, violence, flashback, good versus evil, humor, action, brainwashing, suspenseful': 1,
         'cruelty, murder, home movie': 1,
         'violence, historical, murder, storytelling': 1,
         'cult, violence': 73,
         'dark, psychological, grindhouse film, murder, cult, horror, violence, insanity, sadist': 1,
         'suspenseful, boring, murder, mystery, thought-provoking, violence, flashback, revenge, sci-fi': 1,
         'cult': 226,
         'suspenseful, violence': 26,
         'comedy, cruelty, murder, neo noir, cult, violence, flashback, insanity, psychedelic, satire, romantic, revenge, sadist': 1,
         'entertaining, revenge, murder, violence': 1,
         'neo noir, murder, cult, revenge, violence, melodrama, tragedy, suspenseful': 1,
         'violence, horror, gothic, sadist': 1,
         'insanity, murder, flashback': 5,
         'suspenseful, neo noir, murder, violence, tragedy, revenge': 2,
         'philosophical, cult, murder, violence': 1,
         'revenge, comedy, murder, violence': 5,
         'dark, gothic, murder, neo noir, cult, violence, atmospheric, good versus evil, insanity, suspenseful, sadist, home movie': 1,
         'haunting, flashback': 1,
         'flashback, cult, murder, home movie': 1,
         'violence, flashback': 38,
         'mystery, cruelty, murder, flashback, good versus evil, insanity, sadist': 1,
         'insanity, psychedelic': 3,
         'insanity, gothic, atmospheric, haunting': 1,
         'romantic, humor': 6,
         'alternate reality': 17,
         'queer': 21,
         'good versus evil, romantic': 4,
         'dramatic': 25,
         'cult, suspenseful, comedy': 1,
         'comedy, violence, good versus evil, psychedelic, humor, revenge': 1,
         'boring, depressing, realism, murder, stupid, violence, queer, flashback, tragedy, romantic, sentimental': 1,
         'cult, comedy, psychedelic': 3,
         'violence, suspenseful, humor, murder, storytelling': 1,
         'revenge, gothic, murder, violence, prank': 1,
         'comedy, mystery, neo noir, cult, revenge, violence, flashback, good versus evil, humor, action, romantic': 1,
         'comedy, fantasy, cult, violence, humor, satire, romantic, entertaining': 1,
         'good versus evil, violence': 30,
         'romantic, flashback': 99,
         'cult, suspenseful': 2,
         'comedy, fantasy, cruelty, paranormal, dramatic, cute, cult, clever': 1,
         'humor': 56,
         'suspenseful, boring, violence, flashback, action, revenge': 1,
         'tragedy, romantic': 26,
         'comedy, murder, violence, flashback, humor, revenge, sadist': 2,
         'dark, neo noir, realism, murder, bleak, violence, flashback, suspenseful': 1,
         'psychedelic, comedy, cute, entertaining, humor': 1,
         'cult, comedy, stupid, violence, comic': 1,
         'comedy, cruelty, murder, cult, violence, plot twist, revenge, sadist': 1,
         'plot twist, mystery, murder': 2,
         'action': 37,
         'absurd, cult, violence': 1,
         'comedy, murder, realism, western, violence, good versus evil, humor, action, revenge, sadist': 1,
         'home movie': 18,
         'violence, murder, melodrama': 4,
         'romantic, cute, feel-good': 1,
         'dark, murder, dramatic, violence, flashback, philosophical, historical': 1,
         'murder, cult, atmospheric, flashback, good versus evil, psychedelic': 1,
         'revenge, satire': 8,
         'murder, paranormal, violence, flashback, good versus evil, psychedelic, revenge': 1,
         'violence, boring, historical': 1,
         'comedy, murder, cult, violence, psychedelic, absurd, satire, humor, entertaining': 1,
         'murder, violence, good versus evil, psychedelic, action, suspenseful, sadist': 1,
         'comedy, boring, neo noir, murder, dramatic, cult, violence, atmospheric, psychedelic, romantic, suspenseful, entertaining': 1,
         'comedy, dark, neo noir, murder, boring, suspenseful, mystery, dramatic, violence, cult, sadist, flashback, psychedelic, humor, claustrophobic, tragedy, plot twist, storytelling': 1,
         'psychedelic, suspenseful': 1,
         'violence, blaxploitation': 5,
         'murder, violence, revenge, historical fiction, tragedy, romantic': 1,
         'comedy, murder, violence, flashback, clever, psychedelic, action, revenge, entertaining': 1,
         'dark, fantasy, mystery, cult, violence, good versus evil, action, tragedy': 1,
         'dark, comedy, dramatic, cult, violence, absurd, humor, satire, psychedelic, suspenseful, entertaining': 1,
         'comedy, murder, cult, satire, romantic, home movie': 1,
         'cruelty, murder, violence, flashback, insanity, absurd, romantic, revenge, sadist': 1,
         'comedy, murder, stupid, cult, violence, good versus evil, entertaining': 1,
         'comedy, psychological, stupid, whimsical, dramatic, cult, cute, clever, flashback, historical fiction, psychedelic, humor, action, feel-good, melodrama, inspiring, romantic, historical, entertaining, sentimental': 1,
         'psychological, murder, violence, cult, flashback, clever, philosophical, sadist': 1,
         'boring': 23,
         'psychological, satire, flashback': 1,
         'comedy, cult, revenge, action, murder': 1,
         'cult, revenge, psychedelic': 1,
         'dark, comedy, neo noir, murder, cult, sadist, violence, flashback, claustrophobic, revenge, storytelling': 1,
         'fantasy, sentimental, flashback': 1,
         'romantic, historical': 3,
         'suspenseful, murder, bleak, violence, cult, atmospheric, romantic, revenge': 1,
         'revenge, prank': 5,
         'pornographic, violence': 4,
         'intrigue, murder': 11,
         'gothic, murder, realism, cult, violence, good versus evil, plot twist, sadist, sci-fi': 1,
         'romantic, mystery, action, sci-fi': 1,
         'cult, historical': 3,
         'violence, murder, romantic': 22,
         'satire': 113,
         'fantasy, allegory, cult, flashback, psychedelic, sadist': 1,
         'fantasy, psychological, murder, boring, cult, violence, revenge, flashback, insanity, psychedelic, melodrama, romantic, queer': 1,
         'neo noir, murder, flashback': 8,
         'cult, cruelty, violence': 2,
         'good versus evil, paranormal': 1,
         'psychedelic, cute, entertaining, romantic': 1,
         'neo noir, murder, violence, flashback, suspenseful, sadist': 1,
         'mystery, gothic, murder, neo noir, bleak, dramatic, cult, violence, action, romantic, suspenseful, alternate history, sci-fi': 1,
         'insanity, cult, violence': 1,
         'murder, stupid, paranormal, anti war, cult, violence, atmospheric, flashback, psychedelic, action, romantic, comic, revenge, alternate history, sci-fi': 1,
         'bleak, insanity, atmospheric': 1,
         'murder, cult, violence, flashback, historical, blaxploitation': 1,
         'neo noir, murder, thought-provoking, cult, revenge, violence, flashback, suspenseful, sadist': 1,
         'cult, boring, murder': 1,
         'mystery, neo noir, murder, realism, dramatic, violence, romantic, suspenseful': 1,
         'cult, action, murder, boring': 1,
         'romantic, murder, prank': 1,
         'anti war, romantic, avant garde, murder': 1,
         'mystery, suspenseful, psychological, flashback': 1,
         'dark, psychological, neo noir, mystery, atmospheric, plot twist, psychedelic, action, tragedy, suspenseful': 1,
         'fantasy, boring, violence, intrigue, alternate reality, psychedelic, storytelling, sci-fi': 1,
         'cult, murder, violence, romantic': 2,
         'autobiographical, murder': 2,
         'tragedy, cult, murder, violence, flashback': 3,
         'inspiring': 15,
         'gothic, haunting': 3,
         'pornographic': 40,
         'revenge, murder, violence, flashback': 36,
         'dark, cruelty, murder, neo noir, cult, sadist, violence, action, romantic, revenge, blaxploitation': 1,
         'comedy, suspenseful, gothic, murder, neo noir, boring, paranormal, cult, violence, plot twist, flashback, good versus evil, insanity, psychedelic, philosophical, revenge': 1,
         'comedy, murder, stupid, cult, violence, flashback, absurd, suspenseful, entertaining': 1,
         'comedy, adult comedy, intrigue, absurd, romantic, revenge': 1,
         'revenge, cult, violence': 6,
         'violence, psychedelic, murder, storytelling': 1,
         'pornographic, cult, romantic, brainwashing, plot twist, sadist': 1,
         'violence, murder': 262,
         'revenge, psychedelic, murder, romantic, flashback': 1,
         'cult, comedy': 19,
         'psychological, neo noir, gothic, murder, paranormal, violence, horror, flashback, insanity, romantic, suspenseful': 1,
         'murder, stupid, paranormal, violence, psychedelic, revenge': 1,
         'comedy, dark, murder, adult comedy, cult, suicidal, violence, humor, melodrama': 1,
         'comedy, cult, violence, absurd, psychedelic, satire, humor, blaxploitation': 1,
         'romantic, cute, philosophical, plot twist': 1,
         'paranormal, cult': 6,
         'comedy, entertaining': 17,
         'romantic, fantasy': 21,
         'tragedy, home movie': 1,
         'historical': 33,
         'pornographic, violence, murder, flashback': 1,
         'boring, depressing, murder, cult, plot twist, clever, inspiring, revenge, entertaining': 1,
         'boring, mystery, murder, dramatic, intrigue, atmospheric, suspenseful': 1,
         'dark, cruelty, murder, violence, flashback, revenge, sadist': 2,
         'comedy, adult comedy, stupid, paranormal, bleak, cult, horror, humor': 1,
         'anti war, cult, romantic, flashback': 1,
         'cult, suspenseful, melodrama': 1,
         'revenge, comedy, violence': 2,
         'suspenseful, cruelty, murder, violence, horror, clever, insanity, romantic, revenge, sadist': 1,
         'violence, murder, flashback': 40,
         'suicidal, flashback': 2,
         'feel-good': 5,
         'comedy, boring': 4,
         'good versus evil, psychological, murder, flashback': 1,
         'tragedy, psychological, philosophical, prank': 1,
         'entertaining, stupid': 2,
         'violence, suspenseful, murder, boring, flashback': 1,
         'neo noir, murder, cult, violence, alternate reality, psychedelic, philosophical, suspenseful, sci-fi': 1,
         'dramatic, mystery, murder': 2,
         'cult, comedy, gothic, satire, humor': 1,
         'cult, murder, storytelling, romantic': 1,
         'suspenseful, realism, murder, cult, violence, revenge': 1,
         'plot twist, comedy, romantic': 1,
         'avant garde, mystery, murder, intrigue, historical fiction, suspenseful, historical': 1,
         'psychedelic, gothic': 1,
         'revenge, cult, murder': 7,
         'comedy, murder, violence, flashback, revenge, prank': 1,
         'comedy, boring, fantasy, cult, flashback, psychedelic, revenge, storytelling, sentimental': 1,
         'comedy, murder, violence, good versus evil, humor, revenge': 2,
         'tragedy, romantic, queer': 1,
         'avant garde, murder, realism, cult, violence, flashback, revenge, historical, sadist': 1,
         'romantic, melodrama': 28,
         'murder, violence, flashback, good versus evil, psychedelic, humor, revenge': 1,
         'revenge, psychological, violence': 1,
         'revenge, cult, gothic': 1,
         'mystery, boring, fantasy, anti war, cult, violence, atmospheric, flashback, good versus evil, action, melodrama, tragedy, romantic': 1,
         'suspenseful, cruelty, psychological, gothic, cult, violence, atmospheric, flashback, insanity, psychedelic, claustrophobic, tragedy, romantic': 1,
         'psychedelic, horror': 11,
         'comedy, murder, anti war, violence, thought-provoking, humor, satire, suspenseful': 1,
         'fantasy, suspenseful, murder, mystery, stupid, paranormal, horror, flashback, good versus evil, psychedelic, revenge': 1,
         'comedy, mystery, gothic, intrigue, insanity, psychedelic': 1,
         'romantic, murder': 95,
         'dark, suspenseful, neo noir, murder, boring, mystery, dramatic, violence, flashback, tragedy, revenge': 1,
         'cult, comedy, boring, prank': 1,
         'revenge, murder, violence': 76,
         'plot twist, psychedelic, flashback': 1,
         'cult, philosophical': 3,
         'romantic, violence': 2,
         'violence, dark, murder': 5,
         'suspenseful, murder, dramatic, cult, violence, thought-provoking, flashback, clever, tragedy, brainwashing, revenge, sentimental': 1,
         'dark, mystery, gothic, murder, neo noir, realism, stupid, thought-provoking, cult, revenge, violence, atmospheric, flashback, good versus evil, action, philosophical, comic, suspenseful': 1,
         'violence, historical fiction': 3,
         'comedy, boring, murder, stupid, cult, violence, flashback, absurd, humor, action, psychedelic, brainwashing, entertaining': 1,
         'comedy, gothic, murder, paranormal, violence, haunting, insanity, psychedelic, revenge, sadist': 1,
         'insanity, violence, murder, flashback': 4,
         'comedy, humor, entertaining': 3,
         'comedy, queer, entertaining, romantic, flashback': 1,
         'psychedelic, fantasy': 21,
         'romantic, suspenseful, sentimental, melodrama': 1,
         'gothic, murder, violence, cult, atmospheric, haunting, psychedelic, revenge': 1,
         'neo noir, murder, violence, good versus evil, action, romantic, revenge': 1,
         'comedy, neo noir, murder, violence, cult, flashback, good versus evil, insanity, melodrama, tragedy, revenge, sadist': 1,
         'pornographic, prank, flashback': 1,
         'comedy, psychological, neo noir, murder, mystery, violence, revenge, plot twist, flashback, psychedelic, romantic': 1,
         'suspenseful, murder, violence, flashback, psychedelic, action, revenge, sci-fi': 1,
         'violence, revenge, cruelty, sadist': 2,
         'romantic, atmospheric': 2,
         'cult, humor, murder, suspenseful': 2,
         'romantic, suspenseful, atmospheric': 1,
         'comedy, mystery, murder, violence, comic': 1,
         'violence, action, feel-good, fantasy, comic': 1,
         'comedy, suspenseful, neo noir, murder, psychological, mystery, violence, plot twist, tragedy, revenge': 1,
         'avant garde': 8,
         'tragedy, murder': 12,
         'mystery, neo noir, murder, violence, action, suspenseful': 1,
         'suspenseful, murder, violence, insanity, humor, satire, romantic, revenge, sadist, home movie': 1,
         'revenge, cult, neo noir, murder, violence': 2,
         'tragedy, violence, murder, romantic': 1,
         'paranormal': 106,
         'psychedelic, avant garde, violence': 1,
         'humor, melodrama': 2,
         'cult, revenge, grindhouse film, boring, violence': 1,
         'psychedelic, humor': 8,
         'comedy, boring, fantasy, murder, whimsical, violence, flashback, absurd, humor, psychedelic, entertaining': 1,
         'suspenseful': 50,
         'good versus evil, cult, horror, murder': 1,
         'romantic, entertaining': 13,
         'pornographic, comedy, flashback, absurd, psychedelic, romantic, storytelling': 1,
         'insanity, cruelty, gothic, flashback': 1,
         'revenge, gothic': 3,
         'psychedelic, depressing, murder': 1,
         'dark': 16,
         'fantasy, murder, cult, atmospheric, good versus evil, humor, action': 1,
         'good versus evil, cult, murder': 4,
         'neo noir, murder, paranormal, violence, flashback, revenge': 1,
         'cruelty': 12,
         'revenge, satire, murder': 1,
         'dark, suspenseful, gothic, murder, neo noir, psychological, mystery, dramatic, cult, violence, horror, atmospheric, flashback, good versus evil, romantic, revenge': 1,
         'comedy, satire': 18,
         'murder, sadist': 11,
         'tragedy, violence, haunting, flashback': 1,
         'gothic, murder, cult, violence, good versus evil, revenge': 1,
         'comedy, dark, gothic, murder, cult, violence, flashback, satire, melodrama, tragedy, romantic': 1,
         'suspenseful, mystery, murder, realism, dramatic, violence, atmospheric, flashback, romantic': 1,
         'murder, violence, revenge, flashback, action, romantic': 1,
         'bleak, cult, comedy': 1,
         'violence, neo noir, plot twist': 2,
         'insanity': 30,
         'comedy, realism, cult, horror, violence, satire': 1,
         'boring, mystery, murder, neo noir, dramatic, violence, romantic, revenge': 1,
         'gothic, murder, cult, violence, horror, atmospheric, flashback, insanity, action, suspenseful': 1,
         'dark, comedy, adult comedy, bleak, violence, cult, psychedelic, tragedy, revenge': 1,
         'psychological': 17,
         'cult, mystery, murder': 5,
         'neo noir, realism, murder, cult, violence, suspenseful': 1,
         'murder, stupid, bleak, violence, flashback, humor, entertaining': 1,
         'grindhouse film, murder, violence, cult, horror, suspenseful': 1,
         'gothic, murder, violence, horror, flashback, romantic': 1,
         'good versus evil, cult': 6,
         'cute, fantasy': 1,
         'romantic, comedy, boring, storytelling, flashback': 1,
         'comedy, cruelty, neo noir, murder, cult, sadist, violence, flashback, humor, revenge, blaxploitation': 1,
         'neo noir, murder, depressing, suicidal, flashback, revenge, storytelling': 1,
         'romantic, psychological': 2,
         'historical, insanity, violence, cruelty, sadist': 1,
         'cult, humor': 9,
         'gothic, murder, violence, flashback, clever, revenge, sadist': 1,
         'cult, humor, psychedelic, violence, flashback': 1,
         'pornographic, murder': 6,
         'violence, comedy, murder': 7,
         'violence, comedy, murder, prank': 1,
         'cult, comedy, violence, humor': 2,
         'historical, sentimental, flashback': 1,
         'comedy, murder, violence, flashback, psychedelic, revenge, sentimental': 1,
         'flashback, home movie': 8,
         'comedy, entertaining, romantic': 2,
         'boring, murder, violence, revenge, good versus evil, action, romantic, sci-fi': 1,
         'violence, neo noir, murder': 24,
         'whimsical, fantasy, historical, bleak': 1,
         'psychological, dramatic, violence, atmospheric, flashback, tragedy, inspiring, home movie': 1,
         'dark, mystery, fantasy, murder, suspenseful, psychological, atmospheric, flashback, philosophical, romantic, tragedy, revenge, entertaining, storytelling, sci-fi': 1,
         'comedy, mystery, cruelty, murder, intrigue, flashback, psychedelic, revenge, sentimental': 1,
         'satire, murder': 8,
         'mystery, psychological, murder, cult, revenge, suspenseful': 1,
         'murder, violence, melodrama, tragedy, revenge, blaxploitation': 1,
         'suicidal, humor, romantic, flashback': 1,
         'fantasy, cult, good versus evil, psychedelic, romantic, revenge, sadist': 1,
         'suspenseful, murder, violence, horror, flashback, revenge': 1,
         'comedy, fantasy, psychological, dramatic, cult, alternate reality, thought-provoking, flashback, clever, feel-good, psychedelic, philosophical, brainwashing, romantic, entertaining, sentimental': 1,
         'romantic, realism, storytelling, flashback': 1,
         'anti war, violence, romantic, flashback': 1,
         'comedy, humor, entertaining, adult comedy': 1,
         'cult, action, murder': 2,
         'suspenseful, mystery, murder, violence, intrigue, flashback, action, revenge, storytelling': 1,
         'psychedelic, magical realism, storytelling, sentimental': 1,
         'absurd, cult, entertaining': 1,
         'good versus evil, violence, comedy, gothic': 2,
         'cult, action, gothic, violence, flashback': 1,
         'revenge, cult, action, comedy, violence': 1,
         'philosophical': 21,
         'good versus evil, cult, psychedelic, murder, sci-fi': 1,
         'revenge, comedy, murder, violence, flashback': 4,
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         'violence, sadist': 8,
         'mystery, cult, action, romantic': 1,
         'dramatic, inspiring, flashback': 1,
         'violence, psychological, murder': 2,
         'comedy, gothic, murder, cult, violence, atmospheric, humor, satire, suspenseful, entertaining': 1,
         'comedy, violence, cult, flashback, insanity, philosophical, storytelling': 1,
         'mystery, violence, cult, horror, flashback, satire, suspenseful, entertaining': 1,
         'murder, thought-provoking, alternate reality, psychedelic, action, revenge, sci-fi': 1,
         'good versus evil, violence, cult, gothic, tragedy': 1,
         'boring, murder, cult, psychedelic, revenge, entertaining': 1,
         'comedy, suspenseful, boring, cult, violence, clever, psychedelic, revenge, home movie': 1,
         'comedy, cult, violence, psychedelic, absurd, satire, tragedy, romantic': 1,
         'violence, comedy, neo noir, murder': 2,
         'violence, comedy, murder, romantic, flashback': 2,
         'romantic, stupid': 1,
         'comedy, avant garde, murder, cult, violence, psychedelic, satire, romantic': 1,
         'comedy, mystery, murder, stupid, cult, revenge, violence, horror, plot twist, satire, suspenseful, entertaining, prank': 1,
         'suspenseful, realism': 4,
         'revenge, comedy, satire, murder': 4,
         'mystery, murder, paranormal, bleak, flashback, psychedelic, philosophical, suspenseful': 1,
         'boring, murder, dramatic, cult, violence, atmospheric, action, revenge, entertaining': 1,
         'suspenseful, neo noir, grindhouse film, murder, cult, violence, revenge': 1,
         'romantic, comedy, cute, entertaining, storytelling': 1,
         'psychedelic, cute, home movie': 1,
         'comedy, suspenseful, grindhouse film, murder, cult, horror, violence, insanity, satire, claustrophobic, revenge, sadist': 1,
         'boring, gothic, murder, violence, historical fiction, flashback, psychedelic, revenge, sci-fi': 1,
         'humor, satire, murder': 1,
         'comedy, dark, psychological, realism, dramatic, thought-provoking, flashback, satire': 1,
         'paranormal, cult, mystery, murder, romantic': 1,
         'good versus evil, cult, humor, psychedelic, violence': 1,
         'revenge, cult, murder, prank': 1,
         'romantic, fantasy, magical realism': 1,
         'mystery, murder, cult, violence, atmospheric, psychedelic': 1,
         'boring, plot twist, flashback, humor, brainwashing, revenge, entertaining': 1,
         'cute': 11,
         'comedy, murder, cult, violence, good versus evil, action, humor, revenge': 1,
         'revenge, comedy, satire, romantic': 1,
         'suspenseful, intrigue, psychedelic, murder, flashback': 1,
         'violence, dark, murder, sadist, flashback': 1,
         'murder, violence, cult, flashback, good versus evil, action, sadist': 1,
         'violence, historical, realism': 2,
         'comedy, fantasy, gothic, murder, dramatic, cult, violence, horror, atmospheric, good versus evil, revenge, historical': 1,
         'dramatic, romantic, feel-good': 1,
         'violence, home movie': 2,
         'neo noir, murder, cult, psychedelic, tragedy, sadist': 1,
         'comedy, murder, violence, flashback, good versus evil, romantic, melodrama, revenge, alternate history': 1,
         'comedy, murder, paranormal, violence, horror, flashback, sadist, home movie': 1,
         'inspiring, home movie': 3,
         'comedy, suspenseful, murder, bleak, cult, satire, revenge': 1,
         'mystery, murder, stupid, psychedelic, action, suspenseful': 1,
         'suspenseful, gothic, murder, violence, horror, haunting, flashback, atmospheric, revenge': 1,
         'fantasy, mystery, murder, allegory, cult, violence, flashback, psychedelic, action, comic, entertaining': 1,
         'comedy, dark, boring, cult, violence, flashback, insanity, psychedelic, satire, revenge': 1,
         'boring, murder, violence, flashback, action, revenge': 1,
         'avant garde, murder, violence, psychedelic, romantic, alternate history, storytelling': 1,
         'violence, psychedelic, horror, comedy, suspenseful': 1,
         'comedy, cute, good versus evil, action, revenge, entertaining': 1,
         'entertaining, revenge, comedy, murder, flashback': 1,
         'fantasy, violence, flashback, good versus evil, psychedelic, action, philosophical, revenge': 1,
         'paranormal, cult, comedy': 1,
         'comedy, depressing, murder, cult, violence, satire, sadist': 1,
         'melodrama, flashback': 14,
         'mystery, murder, flashback, psychedelic, romantic, suspenseful': 1,
         'murder, western, violence, flashback, revenge, sadist': 1,
         'dark, avant garde, neo noir, murder, mystery, cult, violence, atmospheric, good versus evil, psychedelic, satire': 1,
         'comedy, boring, cult, absurd, humor, satire, psychedelic': 1,
         'thought-provoking, romantic, boring, psychedelic, philosophical': 1,
         'violence, cult, satire, entertaining': 1,
         'mystery, realism, murder, violence, action, suspenseful': 1,
         'psychological, neo noir, murder, flashback, plot twist, storytelling': 1,
         'comedy, fantasy, murder, cult, revenge, violence, cute, humor, romantic': 1,
         'fantasy, realism, murder, violence, flashback, good versus evil, action, revenge': 1,
         'mystery, boring, dramatic, claustrophobic, suspenseful, historical': 1,
         'comedy, murder, violence, flashback, humor, revenge, storytelling': 1,
         'thought-provoking, dramatic, murder, claustrophobic, realism': 1,
         'cult, comedy, stupid, entertaining, prank': 1,
         'suspenseful, murder, violence, flashback, romantic, tragedy, revenge': 1,
         'insanity, mystery, murder': 2,
         'revenge, psychological, boring, storytelling, romantic': 1,
         'paranormal, revenge, gothic, prank': 1,
         'violence, intrigue, murder, flashback': 2,
         'murder, western, thought-provoking, violence, cult, atmospheric, good versus evil, psychedelic, humor, suspenseful, historical': 1,
         'mystery, realism, violence, flashback, inspiring, suspenseful': 1,
         'insanity, revenge, cult, murder, flashback': 1,
         'violence, avant garde, romantic': 1,
         'comedy, murder, stupid, violence, good versus evil, revenge, entertaining': 1,
         'comedy, boring, suspenseful, murder, cult, violence, historical fiction, flashback, action, satire, humor, romantic, revenge, alternate history, sadist': 1,
         'comedy, boring, realism, dramatic, cute, plot twist, romantic, entertaining, sentimental': 1,
         'insanity, violence, psychological, neo noir, murder': 1,
         'psychological, gothic, murder, violence, good versus evil, insanity': 1,
         'romantic, comedy, murder': 4,
         'dramatic, cult, boring, entertaining, flashback': 1,
         'boring, gothic, murder, stupid, violence, cult, horror, action, revenge, sadist': 1,
         'romantic, philosophical, queer': 1,
         'comedy, murder, cult, violence, horror, flashback, psychedelic, humor, entertaining, sadist': 1,
         'comedy, dark, neo noir, murder, mystery, dramatic, cult, violence, revenge, atmospheric, absurd, action, suspenseful, storytelling': 1,
         'cult, humor, cute, entertaining, stupid': 1,
         'comedy, suspenseful, grindhouse film, murder, cult, horror, violence, good versus evil, absurd, action, satire, claustrophobic, revenge, entertaining, sadist': 1,
         'mystery, murder, violence, alternate reality, horror, flashback, insanity': 1,
         'psychedelic, violence, sci-fi': 1,
         'romantic, murder, flashback': 19,
         'historical fiction': 30,
         'violence, sentimental, romantic, flashback': 1,
         'cult, horror, revenge, good versus evil, romantic, entertaining': 1,
         'fantasy, alternate reality, flashback, insanity, psychedelic, inspiring': 1,
         'paranormal, violence, horror': 1,
         'violence, philosophical': 3,
         'realism, violence, boring, murder, flashback': 1,
         'suspenseful, murder, paranormal, violence, good versus evil, humor, revenge, alternate history, sci-fi': 1,
         'comedy, cruelty, murder, dramatic, cult, violence, tragedy, revenge, storytelling': 1,
         'paranormal, good versus evil, stupid, flashback': 1,
         'revenge, suspenseful, neo noir, murder, violence': 4,
         'romantic, psychedelic': 4,
         'violence, neo noir, blaxploitation': 1,
         'comedy, murder, paranormal, violence, flashback, insanity, absurd, humor, psychedelic, revenge, sadist': 1,
         'paranormal, haunting, good versus evil, insanity, psychedelic, revenge': 1,
         'cult, entertaining, romantic': 2,
         'cult, humor, cute, sentimental': 1,
         'humor, flashback': 3,
         'fantasy, cruelty, boring, depressing, allegory, sci-fi, sentimental': 1,
         'romantic, fantasy, boring': 1,
         'cult, suspenseful, action, violence': 2,
         'violence, comedy, action, murder, stupid': 1,
         'realism': 17,
         'horror, murder, flashback': 2,
         'revenge, haunting, flashback': 1,
         'cult, boring, psychedelic': 1,
         'comedy, action, murder, romantic': 1,
         'comedy, dark, gothic, murder, suspenseful, realism, bleak, mystery, cult, violence, atmospheric, flashback, good versus evil, insanity, action, satire, tragedy, revenge': 1,
         'mystery, murder, cult, revenge, violence, tragedy, suspenseful, sadist': 1,
         'good versus evil, insanity, cult, gothic, atmospheric': 1,
         'fantasy, paranormal, cult, horror, good versus evil, psychedelic, romantic': 1,
         'cult, suspenseful, psychedelic, satire': 1,
         'suspenseful, romantic': 3,
         'suspenseful, mystery, murder, flashback': 1,
         'romantic, horror, neo noir': 1,
         'flashback, absurd, psychedelic, storytelling, home movie': 1,
         'neo noir': 40,
         'tragedy, violence, cruelty, sadist, flashback': 1,
         'comedy, suspenseful, murder, realism, violence, flashback, good versus evil, humor, revenge, entertaining, storytelling': 1,
         'tragedy, dramatic, violence, historical, realism': 1,
         'suspenseful, mystery, psychedelic, humor, stupid': 1,
         'pornographic, murder, storytelling': 1,
         'fantasy, mystery, cult, cute, good versus evil, humor': 1,
         'tragedy, violence, sentimental': 1,
         'neo noir, cruelty, murder, violence, cult, suspenseful, sadist': 1,
         'violence, neo noir, murder, flashback': 6,
         'suspenseful, psychedelic, gothic, flashback': 1,
         'suspenseful, cruelty, murder, realism, mystery, violence, cult, revenge, sadist': 1,
         'comedy, boring, fantasy, dramatic, cult, sentimental': 1,
         'dramatic, murder, flashback': 4,
         'suspenseful, neo noir, murder, flashback': 2,
         'tragedy, violence, horror, murder': 2,
         'comedy, psychological, violence, flashback, humor, entertaining': 1,
         'romantic, atmospheric, flashback': 1,
         'avant garde, cruelty, gothic, depressing, dramatic, violence, cult, atmospheric, psychedelic, historical': 1,
         'violence, action, boring, flashback': 1,
         'cult, comedy, psychedelic, humor': 2,
         'good versus evil, murder': 16,
         'comedy, murder': 34,
         'dark, comedy, cruelty, neo noir, mystery, psychological, thought-provoking, cult, violence, storytelling, atmospheric, flashback, clever, insanity, psychedelic, action, satire, philosophical, plot twist, entertaining, sadist': 1,
         'comedy, psychological, psychedelic, humor, philosophical, romantic, entertaining, sentimental': 1,
         'romantic, humor, murder, suspenseful': 1,
         'suspenseful, murder, violence, good versus evil, psychedelic, romantic, brainwashing, revenge, sci-fi': 1,
         'comedy, psychological, cruelty, murder, cult, violence, flashback, insanity, tragedy, romantic': 1,
         'romantic, alternate reality': 3,
         'mystery, avant garde, psychological, cult, atmospheric, insanity, psychedelic, philosophical, suspenseful': 1,
         'neo noir, murder, violence, revenge, flashback, action, suspenseful, sadist': 1,
         'insanity, allegory, cult, brainwashing, flashback': 1,
         'bleak, humor': 3,
         'horror, cult, suspenseful': 1,
         'cult, prank, romantic, melodrama': 1,
         'violence, cruelty, murder, sadist': 11,
         'inspiring, christian film': 3,
         'comedy, boring, murder, violence, satire, romantic': 1,
         'realism, bleak, flashback, tragedy, romantic, historical, sentimental': 1,
         'suspenseful, mystery, murder': 5,
         'comedy, satire, violence': 1,
         'whimsical, cult, cute, violence, humor, entertaining': 1,
         'comedy, murder, violence, plot twist, flashback, good versus evil, psychedelic, humor, romantic, revenge': 1,
         'paranormal, boring, entertaining': 1,
         'boring, murder, allegory, violence, flashback, satire, romantic, sadist, sci-fi': 1,
         'action, murder': 6,
         'dramatic, atmospheric, humor, realism, sadist': 1,
         'cult, comedy, boring': 1,
         'comedy, whimsical, flashback, absurd, humor, satire, philosophical, romantic': 1,
         'murder, paranormal, cult, violence, flashback, psychedelic, tragedy, suspenseful': 1,
         'cult, comedy, psychedelic, fantasy, sentimental': 1,
         'good versus evil, paranormal, revenge, murder': 1,
         'suspenseful, grindhouse film, cruelty, gothic, murder, boring, cult, horror, violence, insanity, revenge, sadist, prank': 1,
         'psychological, murder, violence, horror, flashback, insanity, psychedelic, claustrophobic, suspenseful': 1,
         'good versus evil, cult, gothic, murder': 1,
         'allegory, psychedelic, cult, satire, comedy': 1,
         'comedy, murder, violence, flashback, humor, action, revenge': 1,
         'comedy, mystery, murder, flashback': 1,
         'cult, psychedelic': 17,
         'murder, stupid, cult, clever, flashback, psychedelic, suspenseful, entertaining': 1,
         'comedy, murder, cult, revenge, violence, suspenseful, sadist': 1,
         'insanity, suspenseful, intrigue, murder': 1,
         'satire, adult comedy': 1,
         'comedy, boring, cute, flashback, feel-good, humor, entertaining, sentimental': 1,
         ...})
In [10]:
tags_seperated=[]
for i in vector_info.tags:
    i = i.split(',')
    for i in i: tags_seperated.append(i.strip())
In [11]:
len(Counter(tags_seperated))
Out[11]:
71
In [12]:
Counter(tags_seperated)
Out[12]:
Counter({'cult': 2647,
         'horror': 486,
         'gothic': 441,
         'murder': 5782,
         'atmospheric': 396,
         'violence': 4426,
         'romantic': 2906,
         'inspiring': 118,
         'stupid': 190,
         'feel-good': 76,
         'cruelty': 442,
         'dramatic': 412,
         'action': 664,
         'revenge': 2468,
         'sadist': 652,
         'queer': 98,
         'flashback': 2937,
         'mystery': 519,
         'suspenseful': 1086,
         'neo noir': 745,
         'prank': 255,
         'psychedelic': 1897,
         'tragedy': 597,
         'autobiographical': 44,
         'home movie': 153,
         'good versus evil': 875,
         'depressing': 205,
         'realism': 204,
         'boring': 525,
         'haunting': 151,
         'sentimental': 233,
         'paranormal': 546,
         'historical': 272,
         'storytelling': 364,
         'comedy': 1859,
         'fantasy': 564,
         'philosophical': 228,
         'adult comedy': 128,
         'cute': 197,
         'entertaining': 749,
         'bleak': 211,
         'humor': 822,
         'plot twist': 205,
         'christian film': 42,
         'pornographic': 163,
         'insanity': 636,
         'brainwashing': 107,
         'sci-fi': 309,
         'dark': 405,
         'claustrophobic': 84,
         'psychological': 289,
         'melodrama': 457,
         'historical fiction': 143,
         'absurd': 270,
         'satire': 816,
         'alternate reality': 205,
         'alternate history': 102,
         'comic': 114,
         'grindhouse film': 66,
         'thought-provoking': 120,
         'clever': 87,
         'western': 73,
         'blaxploitation': 74,
         'whimsical': 79,
         'intrigue': 168,
         'allegory': 139,
         'anti war': 118,
         'avant garde': 220,
         'suicidal': 54,
         'magical realism': 54,
         'non fiction': 37})
In [13]:
tags_info = []
for i in Counter(tags_seperated):tags_info.append(i)
In [14]:
tags_info
Out[14]:
['cult',
 'horror',
 'gothic',
 'murder',
 'atmospheric',
 'violence',
 'romantic',
 'inspiring',
 'stupid',
 'feel-good',
 'cruelty',
 'dramatic',
 'action',
 'revenge',
 'sadist',
 'queer',
 'flashback',
 'mystery',
 'suspenseful',
 'neo noir',
 'prank',
 'psychedelic',
 'tragedy',
 'autobiographical',
 'home movie',
 'good versus evil',
 'depressing',
 'realism',
 'boring',
 'haunting',
 'sentimental',
 'paranormal',
 'historical',
 'storytelling',
 'comedy',
 'fantasy',
 'philosophical',
 'adult comedy',
 'cute',
 'entertaining',
 'bleak',
 'humor',
 'plot twist',
 'christian film',
 'pornographic',
 'insanity',
 'brainwashing',
 'sci-fi',
 'dark',
 'claustrophobic',
 'psychological',
 'melodrama',
 'historical fiction',
 'absurd',
 'satire',
 'alternate reality',
 'alternate history',
 'comic',
 'grindhouse film',
 'thought-provoking',
 'clever',
 'western',
 'blaxploitation',
 'whimsical',
 'intrigue',
 'allegory',
 'anti war',
 'avant garde',
 'suicidal',
 'magical realism',
 'non fiction']
In [15]:
def tags_list(row):
    storage = []
    i = row.split(',')
    for x in i:storage.append(x.strip()) 
    return storage
In [16]:
vector = []
for i in range(14828):vector.append(tags_list(vector_info.tags[i]))
In [17]:
vector
Out[17]:
[['cult', 'horror', 'gothic', 'murder', 'atmospheric'],
 ['violence'],
 ['romantic'],
 ['inspiring', 'romantic', 'stupid', 'feel-good'],
 ['cruelty',
  'murder',
  'dramatic',
  'cult',
  'violence',
  'atmospheric',
  'action',
  'romantic',
  'revenge',
  'sadist'],
 ['romantic', 'queer', 'flashback'],
 ['gothic', 'cruelty', 'violence', 'cult', 'revenge', 'sadist'],
 ['mystery', 'suspenseful', 'action', 'murder', 'flashback'],
 ['violence'],
 ['revenge', 'neo noir', 'murder', 'violence', 'flashback'],
 ['cult', 'prank'],
 ['cult', 'psychedelic', 'murder', 'violence'],
 ['tragedy', 'dramatic', 'murder'],
 ['murder'],
 ['flashback', 'autobiographical', 'home movie'],
 ['good versus evil'],
 ['suspenseful', 'depressing', 'realism'],
 ['boring',
  'murder',
  'cult',
  'violence',
  'atmospheric',
  'haunting',
  'romantic',
  'sentimental'],
 ['flashback'],
 ['paranormal', 'horror', 'haunting'],
 ['suspenseful', 'neo noir', 'murder', 'violence', 'action', 'revenge'],
 ['romantic', 'historical', 'storytelling'],
 ['romantic', 'home movie'],
 ['comedy',
  'cruelty',
  'murder',
  'sadist',
  'flashback',
  'revenge',
  'storytelling'],
 ['dramatic', 'murder'],
 ['fantasy', 'murder', 'violence', 'flashback', 'philosophical', 'revenge'],
 ['historical', 'feel-good'],
 ['boring', 'adult comedy', 'cute', 'flashback', 'romantic', 'entertaining'],
 ['cult', 'comedy', 'entertaining'],
 ['bleak', 'comedy', 'humor', 'entertaining'],
 ['murder'],
 ['revenge', 'murder'],
 ['cult', 'stupid', 'atmospheric', 'violence', 'romantic'],
 ['cult', 'murder', 'violence', 'prank'],
 ['violence'],
 ['cult', 'murder', 'flashback'],
 ['psychedelic', 'comedy', 'murder', 'storytelling', 'flashback'],
 ['violence', 'historical'],
 ['comedy',
  'suspenseful',
  'gothic',
  'murder',
  'paranormal',
  'cult',
  'violence',
  'plot twist',
  'flashback',
  'good versus evil',
  'psychedelic',
  'humor',
  'revenge'],
 ['dramatic', 'boring'],
 ['paranormal', 'suspenseful', 'gothic', 'flashback'],
 ['revenge', 'cruelty', 'murder', 'violence', 'romantic'],
 ['murder', 'flashback'],
 ['murder',
  'violence',
  'flashback',
  'good versus evil',
  'humor',
  'action',
  'romantic',
  'revenge',
  'entertaining'],
 ['comedy'],
 ['tragedy'],
 ['romantic'],
 ['christian film'],
 ['tragedy', 'pornographic', 'murder'],
 ['comedy',
  'gothic',
  'murder',
  'cult',
  'violence',
  'flashback',
  'good versus evil',
  'insanity',
  'psychedelic',
  'brainwashing',
  'sci-fi'],
 ['dark',
  'boring',
  'gothic',
  'murder',
  'mystery',
  'cult',
  'violence',
  'horror',
  'atmospheric',
  'action',
  'claustrophobic',
  'suspenseful',
  'sci-fi'],
 ['romantic'],
 ['entertaining'],
 ['violence'],
 ['psychedelic'],
 ['romantic', 'psychological', 'flashback'],
 ['murder'],
 ['violence'],
 ['melodrama'],
 ['comedy',
  'boring',
  'historical fiction',
  'flashback',
  'absurd',
  'humor',
  'satire'],
 ['insanity', 'comedy', 'suspenseful', 'psychedelic', 'murder'],
 ['comedy',
  'suspenseful',
  'mystery',
  'murder',
  'cult',
  'violence',
  'flashback',
  'insanity',
  'humor',
  'action',
  'revenge'],
 ['good versus evil', 'violence', 'revenge', 'cruelty', 'murder'],
 ['violence'],
 ['brainwashing', 'violence', 'action', 'murder', 'flashback'],
 ['cult', 'romantic'],
 ['cult', 'violence', 'romantic'],
 ['comedy', 'violence', 'cult', 'humor', 'action', 'suspenseful'],
 ['revenge', 'comedy', 'satire', 'historical', 'flashback'],
 ['dark',
  'suspenseful',
  'murder',
  'paranormal',
  'haunting',
  'flashback',
  'psychedelic',
  'revenge',
  'storytelling'],
 ['dark',
  'comedy',
  'neo noir',
  'murder',
  'cult',
  'violence',
  'entertaining',
  'sadist'],
 ['revenge'],
 ['murder'],
 ['dramatic', 'suspenseful', 'mystery'],
 ['revenge', 'historical', 'murder'],
 ['cult', 'suspenseful', 'psychedelic', 'claustrophobic'],
 ['paranormal', 'murder'],
 ['comedy', 'atmospheric'],
 ['romantic', 'humor', 'entertaining', 'boring'],
 ['comedy',
  'boring',
  'cruelty',
  'murder',
  'cult',
  'violence',
  'atmospheric',
  'good versus evil',
  'action'],
 ['sadist'],
 ['comedy',
  'murder',
  'cult',
  'alternate reality',
  'psychedelic',
  'satire',
  'alternate history'],
 ['cult', 'entertaining', 'sadist'],
 ['romantic'],
 ['good versus evil', 'cult', 'gothic', 'murder', 'haunting'],
 ['good versus evil', 'revenge', 'cult'],
 ['brainwashing', 'violence', 'satire', 'murder', 'stupid'],
 ['bleak', 'cult', 'comedy', 'satire', 'entertaining'],
 ['violence', 'revenge', 'sadist'],
 ['fantasy',
  'gothic',
  'murder',
  'boring',
  'cult',
  'violence',
  'good versus evil',
  'romantic'],
 ['fantasy',
  'murder',
  'violence',
  'flashback',
  'good versus evil',
  'psychedelic',
  'humor',
  'action',
  'comic',
  'revenge',
  'entertaining',
  'sci-fi'],
 ['murder',
  'violence',
  'flashback',
  'good versus evil',
  'humor',
  'action',
  'brainwashing',
  'suspenseful'],
 ['cruelty', 'murder', 'home movie'],
 ['violence', 'historical', 'murder', 'storytelling'],
 ['cult', 'violence'],
 ['dark',
  'psychological',
  'grindhouse film',
  'murder',
  'cult',
  'horror',
  'violence',
  'insanity',
  'sadist'],
 ['suspenseful',
  'boring',
  'murder',
  'mystery',
  'thought-provoking',
  'violence',
  'flashback',
  'revenge',
  'sci-fi'],
 ['cult'],
 ['romantic'],
 ['suspenseful', 'violence'],
 ['comedy',
  'cruelty',
  'murder',
  'neo noir',
  'cult',
  'violence',
  'flashback',
  'insanity',
  'psychedelic',
  'satire',
  'romantic',
  'revenge',
  'sadist'],
 ['entertaining', 'revenge', 'murder', 'violence'],
 ['murder'],
 ['neo noir',
  'murder',
  'cult',
  'revenge',
  'violence',
  'melodrama',
  'tragedy',
  'suspenseful'],
 ['cult'],
 ['violence', 'horror', 'gothic', 'sadist'],
 ['insanity', 'murder', 'flashback'],
 ['suspenseful', 'neo noir', 'murder', 'violence', 'tragedy', 'revenge'],
 ['murder'],
 ['philosophical', 'cult', 'murder', 'violence'],
 ['revenge', 'comedy', 'murder', 'violence'],
 ['dark',
  'gothic',
  'murder',
  'neo noir',
  'cult',
  'violence',
  'atmospheric',
  'good versus evil',
  'insanity',
  'suspenseful',
  'sadist',
  'home movie'],
 ['haunting', 'flashback'],
 ['flashback', 'cult', 'murder', 'home movie'],
 ['violence', 'flashback'],
 ['mystery',
  'cruelty',
  'murder',
  'flashback',
  'good versus evil',
  'insanity',
  'sadist'],
 ['insanity', 'psychedelic'],
 ['insanity', 'gothic', 'atmospheric', 'haunting'],
 ['romantic', 'humor'],
 ['alternate reality'],
 ['queer'],
 ['good versus evil', 'romantic'],
 ['dramatic'],
 ['cult', 'suspenseful', 'comedy'],
 ['comedy', 'violence', 'good versus evil', 'psychedelic', 'humor', 'revenge'],
 ['boring',
  'depressing',
  'realism',
  'murder',
  'stupid',
  'violence',
  'queer',
  'flashback',
  'tragedy',
  'romantic',
  'sentimental'],
 ['cult', 'comedy', 'psychedelic'],
 ['violence', 'suspenseful', 'humor', 'murder', 'storytelling'],
 ['revenge', 'gothic', 'murder', 'violence', 'prank'],
 ['comedy',
  'mystery',
  'neo noir',
  'cult',
  'revenge',
  'violence',
  'flashback',
  'good versus evil',
  'humor',
  'action',
  'romantic'],
 ['comedy',
  'fantasy',
  'cult',
  'violence',
  'humor',
  'satire',
  'romantic',
  'entertaining'],
 ['good versus evil', 'violence'],
 ['romantic', 'flashback'],
 ['cult', 'suspenseful'],
 ['comedy',
  'fantasy',
  'cruelty',
  'paranormal',
  'dramatic',
  'cute',
  'cult',
  'clever'],
 ['comedy'],
 ['humor'],
 ['suspenseful', 'boring', 'violence', 'flashback', 'action', 'revenge'],
 ['tragedy', 'romantic'],
 ['comedy', 'murder', 'violence', 'flashback', 'humor', 'revenge', 'sadist'],
 ['dark',
  'neo noir',
  'realism',
  'murder',
  'bleak',
  'violence',
  'flashback',
  'suspenseful'],
 ['psychedelic', 'comedy', 'cute', 'entertaining', 'humor'],
 ['cult'],
 ['romantic'],
 ['cult', 'comedy', 'stupid', 'violence', 'comic'],
 ['comedy',
  'cruelty',
  'murder',
  'cult',
  'violence',
  'plot twist',
  'revenge',
  'sadist'],
 ['plot twist', 'mystery', 'murder'],
 ['good versus evil', 'violence'],
 ['action'],
 ['absurd', 'cult', 'violence'],
 ['comedy',
  'murder',
  'realism',
  'western',
  'violence',
  'good versus evil',
  'humor',
  'action',
  'revenge',
  'sadist'],
 ['murder'],
 ['home movie'],
 ['violence', 'murder', 'melodrama'],
 ['romantic', 'cute', 'feel-good'],
 ['dark',
  'murder',
  'dramatic',
  'violence',
  'flashback',
  'philosophical',
  'historical'],
 ['murder',
  'cult',
  'atmospheric',
  'flashback',
  'good versus evil',
  'psychedelic'],
 ['revenge', 'satire'],
 ['murder',
  'paranormal',
  'violence',
  'flashback',
  'good versus evil',
  'psychedelic',
  'revenge'],
 ['violence', 'boring', 'historical'],
 ['comedy',
  'murder',
  'cult',
  'violence',
  'psychedelic',
  'absurd',
  'satire',
  'humor',
  'entertaining'],
 ['murder',
  'violence',
  'good versus evil',
  'psychedelic',
  'action',
  'suspenseful',
  'sadist'],
 ['flashback'],
 ['comedy',
  'boring',
  'neo noir',
  'murder',
  'dramatic',
  'cult',
  'violence',
  'atmospheric',
  'psychedelic',
  'romantic',
  'suspenseful',
  'entertaining'],
 ['comedy',
  'dark',
  'neo noir',
  'murder',
  'boring',
  'suspenseful',
  'mystery',
  'dramatic',
  'violence',
  'cult',
  'sadist',
  'flashback',
  'psychedelic',
  'humor',
  'claustrophobic',
  'tragedy',
  'plot twist',
  'storytelling'],
 ['psychedelic', 'suspenseful'],
 ['violence', 'blaxploitation'],
 ['murder',
  'violence',
  'revenge',
  'historical fiction',
  'tragedy',
  'romantic'],
 ['comedy',
  'murder',
  'violence',
  'flashback',
  'clever',
  'psychedelic',
  'action',
  'revenge',
  'entertaining'],
 ['dark',
  'fantasy',
  'mystery',
  'cult',
  'violence',
  'good versus evil',
  'action',
  'tragedy'],
 ['dark',
  'comedy',
  'dramatic',
  'cult',
  'violence',
  'absurd',
  'humor',
  'satire',
  'psychedelic',
  'suspenseful',
  'entertaining'],
 ['comedy', 'murder', 'cult', 'satire', 'romantic', 'home movie'],
 ['cruelty',
  'murder',
  'violence',
  'flashback',
  'insanity',
  'absurd',
  'romantic',
  'revenge',
  'sadist'],
 ['humor'],
 ['comedy',
  'murder',
  'stupid',
  'cult',
  'violence',
  'good versus evil',
  'entertaining'],
 ['psychedelic'],
 ['comedy',
  'psychological',
  'stupid',
  'whimsical',
  'dramatic',
  'cult',
  'cute',
  'clever',
  'flashback',
  'historical fiction',
  'psychedelic',
  'humor',
  'action',
  'feel-good',
  'melodrama',
  'inspiring',
  'romantic',
  'historical',
  'entertaining',
  'sentimental'],
 ['psychological',
  'murder',
  'violence',
  'cult',
  'flashback',
  'clever',
  'philosophical',
  'sadist'],
 ['comedy'],
 ['boring'],
 ['psychological', 'satire', 'flashback'],
 ['comedy', 'cult', 'revenge', 'action', 'murder'],
 ['cult', 'revenge', 'psychedelic'],
 ['flashback'],
 ['romantic'],
 ['flashback'],
 ['dark',
  'comedy',
  'neo noir',
  'murder',
  'cult',
  'sadist',
  'violence',
  'flashback',
  'claustrophobic',
  'revenge',
  'storytelling'],
 ['fantasy', 'sentimental', 'flashback'],
 ['romantic', 'historical'],
 ['revenge', 'murder'],
 ['suspenseful',
  'murder',
  'bleak',
  'violence',
  'cult',
  'atmospheric',
  'romantic',
  'revenge'],
 ['cult', 'violence'],
 ['revenge', 'prank'],
 ['pornographic', 'violence'],
 ['intrigue', 'murder'],
 ['gothic',
  'murder',
  'realism',
  'cult',
  'violence',
  'good versus evil',
  'plot twist',
  'sadist',
  'sci-fi'],
 ['romantic', 'mystery', 'action', 'sci-fi'],
 ['cult', 'historical'],
 ['violence', 'murder', 'romantic'],
 ['satire'],
 ['fantasy', 'allegory', 'cult', 'flashback', 'psychedelic', 'sadist'],
 ['fantasy',
  'psychological',
  'murder',
  'boring',
  'cult',
  'violence',
  'revenge',
  'flashback',
  'insanity',
  'psychedelic',
  'melodrama',
  'romantic',
  'queer'],
 ['neo noir', 'murder', 'flashback'],
 ['cult', 'cruelty', 'violence'],
 ['psychedelic'],
 ['cult'],
 ['good versus evil', 'paranormal'],
 ['murder'],
 ['psychedelic', 'cute', 'entertaining', 'romantic'],
 ['neo noir', 'murder', 'violence', 'flashback', 'suspenseful', 'sadist'],
 ['psychedelic'],
 ['mystery',
  'gothic',
  'murder',
  'neo noir',
  'bleak',
  'dramatic',
  'cult',
  'violence',
  'action',
  'romantic',
  'suspenseful',
  'alternate history',
  'sci-fi'],
 ['insanity', 'cult', 'violence'],
 ['murder',
  'stupid',
  'paranormal',
  'anti war',
  'cult',
  'violence',
  'atmospheric',
  'flashback',
  'psychedelic',
  'action',
  'romantic',
  'comic',
  'revenge',
  'alternate history',
  'sci-fi'],
 ['bleak', 'insanity', 'atmospheric'],
 ['cult'],
 ['entertaining'],
 ['murder', 'cult', 'violence', 'flashback', 'historical', 'blaxploitation'],
 ['neo noir',
  'murder',
  'thought-provoking',
  'cult',
  'revenge',
  'violence',
  'flashback',
  'suspenseful',
  'sadist'],
 ['cult', 'boring', 'murder'],
 ['mystery',
  'neo noir',
  'murder',
  'realism',
  'dramatic',
  'violence',
  'romantic',
  'suspenseful'],
 ['cult', 'action', 'murder', 'boring'],
 ['violence', 'murder', 'melodrama'],
 ['humor'],
 ['romantic', 'murder', 'prank'],
 ['romantic'],
 ['anti war', 'romantic', 'avant garde', 'murder'],
 ['mystery', 'suspenseful', 'psychological', 'flashback'],
 ['dark',
  'psychological',
  'neo noir',
  'mystery',
  'atmospheric',
  'plot twist',
  'psychedelic',
  'action',
  'tragedy',
  'suspenseful'],
 ['fantasy',
  'boring',
  'violence',
  'intrigue',
  'alternate reality',
  'psychedelic',
  'storytelling',
  'sci-fi'],
 ['cult', 'murder', 'violence', 'romantic'],
 ['sadist'],
 ['autobiographical', 'murder'],
 ['tragedy', 'cult', 'murder', 'violence', 'flashback'],
 ['inspiring'],
 ['gothic', 'haunting'],
 ['pornographic'],
 ['revenge', 'murder', 'violence', 'flashback'],
 ['romantic'],
 ['dark',
  'cruelty',
  'murder',
  'neo noir',
  'cult',
  'sadist',
  'violence',
  'action',
  'romantic',
  'revenge',
  'blaxploitation'],
 ['comedy',
  'suspenseful',
  'gothic',
  'murder',
  'neo noir',
  'boring',
  'paranormal',
  'cult',
  'violence',
  'plot twist',
  'flashback',
  'good versus evil',
  'insanity',
  'psychedelic',
  'philosophical',
  'revenge'],
 ['violence', 'flashback'],
 ['comedy',
  'murder',
  'stupid',
  'cult',
  'violence',
  'flashback',
  'absurd',
  'suspenseful',
  'entertaining'],
 ['comedy', 'adult comedy', 'intrigue', 'absurd', 'romantic', 'revenge'],
 ['revenge', 'cult', 'violence'],
 ['murder'],
 ['violence', 'psychedelic', 'murder', 'storytelling'],
 ['pornographic', 'cult', 'romantic', 'brainwashing', 'plot twist', 'sadist'],
 ['violence', 'murder'],
 ['revenge', 'psychedelic', 'murder', 'romantic', 'flashback'],
 ['cult', 'comedy'],
 ['psychological',
  'neo noir',
  'gothic',
  'murder',
  'paranormal',
  'violence',
  'horror',
  'flashback',
  'insanity',
  'romantic',
  'suspenseful'],
 ['romantic'],
 ['murder', 'stupid', 'paranormal', 'violence', 'psychedelic', 'revenge'],
 ['comedy',
  'dark',
  'murder',
  'adult comedy',
  'cult',
  'suicidal',
  'violence',
  'humor',
  'melodrama'],
 ['comedy',
  'cult',
  'violence',
  'absurd',
  'psychedelic',
  'satire',
  'humor',
  'blaxploitation'],
 ['romantic', 'cute', 'philosophical', 'plot twist'],
 ['paranormal', 'cult'],
 ['comedy', 'entertaining'],
 ['romantic', 'fantasy'],
 ['tragedy', 'home movie'],
 ['historical'],
 ['pornographic', 'violence', 'murder', 'flashback'],
 ['boring',
  'depressing',
  'murder',
  'cult',
  'plot twist',
  'clever',
  'inspiring',
  'revenge',
  'entertaining'],
 ['boring',
  'mystery',
  'murder',
  'dramatic',
  'intrigue',
  'atmospheric',
  'suspenseful'],
 ['dark', 'cruelty', 'murder', 'violence', 'flashback', 'revenge', 'sadist'],
 ['comedy',
  'adult comedy',
  'stupid',
  'paranormal',
  'bleak',
  'cult',
  'horror',
  'humor'],
 ['anti war', 'cult', 'romantic', 'flashback'],
 ['cult', 'suspenseful', 'melodrama'],
 ['revenge', 'comedy', 'violence'],
 ['comedy'],
 ['suspenseful',
  'cruelty',
  'murder',
  'violence',
  'horror',
  'clever',
  'insanity',
  'romantic',
  'revenge',
  'sadist'],
 ['violence', 'murder', 'flashback'],
 ['suicidal', 'flashback'],
 ['feel-good'],
 ['comedy', 'boring'],
 ['good versus evil', 'psychological', 'murder', 'flashback'],
 ['tragedy', 'psychological', 'philosophical', 'prank'],
 ['entertaining', 'stupid'],
 ['violence', 'suspenseful', 'murder', 'boring', 'flashback'],
 ['neo noir',
  'murder',
  'cult',
  'violence',
  'alternate reality',
  'psychedelic',
  'philosophical',
  'suspenseful',
  'sci-fi'],
 ['comedy'],
 ['dramatic', 'mystery', 'murder'],
 ['entertaining'],
 ['murder', 'flashback'],
 ['cult', 'comedy', 'gothic', 'satire', 'humor'],
 ['cult', 'murder', 'storytelling', 'romantic'],
 ['suspenseful', 'realism', 'murder', 'cult', 'violence', 'revenge'],
 ['flashback'],
 ['plot twist', 'comedy', 'romantic'],
 ['avant garde',
  'mystery',
  'murder',
  'intrigue',
  'historical fiction',
  'suspenseful',
  'historical'],
 ['psychedelic', 'gothic'],
 ['revenge', 'cult', 'murder'],
 ['violence', 'murder'],
 ['comedy', 'murder', 'violence', 'flashback', 'revenge', 'prank'],
 ['comedy',
  'boring',
  'fantasy',
  'cult',
  'flashback',
  'psychedelic',
  'revenge',
  'storytelling',
  'sentimental'],
 ['comedy', 'murder', 'violence', 'good versus evil', 'humor', 'revenge'],
 ['tragedy', 'romantic', 'queer'],
 ['avant garde',
  'murder',
  'realism',
  'cult',
  'violence',
  'flashback',
  'revenge',
  'historical',
  'sadist'],
 ['romantic', 'melodrama'],
 ['murder',
  'violence',
  'flashback',
  'good versus evil',
  'psychedelic',
  'humor',
  'revenge'],
 ['psychedelic'],
 ['revenge', 'psychological', 'violence'],
 ['revenge', 'cult', 'gothic'],
 ['murder'],
 ['romantic'],
 ['mystery',
  'boring',
  'fantasy',
  'anti war',
  'cult',
  'violence',
  'atmospheric',
  'flashback',
  'good versus evil',
  'action',
  'melodrama',
  'tragedy',
  'romantic'],
 ['murder'],
 ['suspenseful',
  'cruelty',
  'psychological',
  'gothic',
  'cult',
  'violence',
  'atmospheric',
  'flashback',
  'insanity',
  'psychedelic',
  'claustrophobic',
  'tragedy',
  'romantic'],
 ['psychedelic', 'horror'],
 ['comedy',
  'murder',
  'anti war',
  'violence',
  'thought-provoking',
  'humor',
  'satire',
  'suspenseful'],
 ['fantasy',
  'suspenseful',
  'murder',
  'mystery',
  'stupid',
  'paranormal',
  'horror',
  'flashback',
  'good versus evil',
  'psychedelic',
  'revenge'],
 ['comedy', 'mystery', 'gothic', 'intrigue', 'insanity', 'psychedelic'],
 ['romantic', 'murder'],
 ['dark',
  'suspenseful',
  'neo noir',
  'murder',
  'boring',
  'mystery',
  'dramatic',
  'violence',
  'flashback',
  'tragedy',
  'revenge'],
 ['comedy', 'entertaining'],
 ['cult', 'comedy', 'boring', 'prank'],
 ['flashback'],
 ['revenge', 'murder', 'violence'],
 ['satire'],
 ['comedy'],
 ['plot twist', 'psychedelic', 'flashback'],
 ['cult'],
 ['cult', 'philosophical'],
 ['romantic', 'violence'],
 ['romantic'],
 ['violence', 'dark', 'murder'],
 ['suspenseful',
  'murder',
  'dramatic',
  'cult',
  'violence',
  'thought-provoking',
  'flashback',
  'clever',
  'tragedy',
  'brainwashing',
  'revenge',
  'sentimental'],
 ['murder'],
 ['dark',
  'mystery',
  'gothic',
  'murder',
  'neo noir',
  'realism',
  'stupid',
  'thought-provoking',
  'cult',
  'revenge',
  'violence',
  'atmospheric',
  'flashback',
  'good versus evil',
  'action',
  'philosophical',
  'comic',
  'suspenseful'],
 ['murder'],
 ['romantic', 'flashback'],
 ['romantic', 'melodrama'],
 ['violence', 'historical fiction'],
 ['comedy',
  'boring',
  'murder',
  'stupid',
  'cult',
  'violence',
  'flashback',
  'absurd',
  'humor',
  'action',
  'psychedelic',
  'brainwashing',
  'entertaining'],
 ['cult', 'philosophical'],
 ['violence'],
 ['comedy',
  'gothic',
  'murder',
  'paranormal',
  'violence',
  'haunting',
  'insanity',
  'psychedelic',
  'revenge',
  'sadist'],
 ['insanity', 'violence', 'murder', 'flashback'],
 ['comedy', 'humor', 'entertaining'],
 ['comedy', 'queer', 'entertaining', 'romantic', 'flashback'],
 ['violence'],
 ['psychedelic', 'fantasy'],
 ['romantic', 'suspenseful', 'sentimental', 'melodrama'],
 ['gothic',
  'murder',
  'violence',
  'cult',
  'atmospheric',
  'haunting',
  'psychedelic',
  'revenge'],
 ['tragedy'],
 ['neo noir',
  'murder',
  'violence',
  'good versus evil',
  'action',
  'romantic',
  'revenge'],
 ['good versus evil'],
 ['comedy',
  'neo noir',
  'murder',
  'violence',
  'cult',
  'flashback',
  'good versus evil',
  'insanity',
  'melodrama',
  'tragedy',
  'revenge',
  'sadist'],
 ['pornographic', 'prank', 'flashback'],
 ['flashback'],
 ['comedy',
  'psychological',
  'neo noir',
  'murder',
  'mystery',
  'violence',
  'revenge',
  'plot twist',
  'flashback',
  'psychedelic',
  'romantic'],
 ['suspenseful',
  'murder',
  'violence',
  'flashback',
  'psychedelic',
  'action',
  'revenge',
  'sci-fi'],
 ['cult', 'suspenseful'],
 ['revenge', 'murder', 'violence', 'flashback'],
 ['humor'],
 ['violence', 'revenge', 'cruelty', 'sadist'],
 ['romantic', 'atmospheric'],
 ['cult'],
 ['cult', 'humor', 'murder', 'suspenseful'],
 ['violence', 'murder'],
 ['romantic', 'suspenseful', 'atmospheric'],
 ['comedy', 'mystery', 'murder', 'violence', 'comic'],
 ['violence', 'action', 'feel-good', 'fantasy', 'comic'],
 ['comedy',
  'suspenseful',
  'neo noir',
  'murder',
  'psychological',
  'mystery',
  'violence',
  'plot twist',
  'tragedy',
  'revenge'],
 ['violence', 'murder'],
 ['avant garde'],
 ['tragedy', 'murder'],
 ['mystery', 'neo noir', 'murder', 'violence', 'action', 'suspenseful'],
 ['suspenseful',
  'murder',
  'violence',
  'insanity',
  'humor',
  'satire',
  'romantic',
  'revenge',
  'sadist',
  'home movie'],
 ['revenge', 'cult', 'neo noir', 'murder', 'violence'],
 ['tragedy', 'violence', 'murder', 'romantic'],
 ['revenge', 'cult', 'murder'],
 ['paranormal'],
 ['psychedelic', 'avant garde', 'violence'],
 ['humor', 'melodrama'],
 ['cult', 'revenge', 'grindhouse film', 'boring', 'violence'],
 ['psychedelic', 'humor'],
 ['comedy',
  'boring',
  'fantasy',
  'murder',
  'whimsical',
  'violence',
  'flashback',
  'absurd',
  'humor',
  'psychedelic',
  'entertaining'],
 ['suspenseful'],
 ['good versus evil', 'cult', 'horror', 'murder'],
 ['romantic'],
 ['romantic', 'entertaining'],
 ['pornographic',
  'comedy',
  'flashback',
  'absurd',
  'psychedelic',
  'romantic',
  'storytelling'],
 ['insanity', 'cruelty', 'gothic', 'flashback'],
 ['revenge', 'gothic'],
 ['romantic'],
 ['psychedelic', 'depressing', 'murder'],
 ['dark'],
 ['romantic'],
 ['melodrama'],
 ['fantasy',
  'murder',
  'cult',
  'atmospheric',
  'good versus evil',
  'humor',
  'action'],
 ['good versus evil', 'cult', 'murder'],
 ['neo noir', 'murder', 'paranormal', 'violence', 'flashback', 'revenge'],
 ['murder'],
 ['murder', 'flashback'],
 ['cruelty'],
 ['murder'],
 ['revenge', 'satire', 'murder'],
 ['dark',
  'suspenseful',
  'gothic',
  'murder',
  'neo noir',
  'psychological',
  'mystery',
  'dramatic',
  'cult',
  'violence',
  'horror',
  'atmospheric',
  'flashback',
  'good versus evil',
  'romantic',
  'revenge'],
 ['comedy', 'satire'],
 ['murder', 'sadist'],
 ['tragedy', 'violence', 'haunting', 'flashback'],
 ['gothic', 'murder', 'cult', 'violence', 'good versus evil', 'revenge'],
 ['comedy',
  'dark',
  'gothic',
  'murder',
  'cult',
  'violence',
  'flashback',
  'satire',
  'melodrama',
  'tragedy',
  'romantic'],
 ['suspenseful',
  'mystery',
  'murder',
  'realism',
  'dramatic',
  'violence',
  'atmospheric',
  'flashback',
  'romantic'],
 ['murder', 'violence', 'revenge', 'flashback', 'action', 'romantic'],
 ['bleak', 'cult', 'comedy'],
 ['violence', 'neo noir', 'plot twist'],
 ['insanity'],
 ['flashback'],
 ['comedy', 'realism', 'cult', 'horror', 'violence', 'satire'],
 ['boring',
  'mystery',
  'murder',
  'neo noir',
  'dramatic',
  'violence',
  'romantic',
  'revenge'],
 ['violence', 'murder'],
 ['violence'],
 ['romantic'],
 ['good versus evil', 'cult', 'murder'],
 ['violence', 'murder'],
 ['gothic',
  'murder',
  'cult',
  'violence',
  'horror',
  'atmospheric',
  'flashback',
  'insanity',
  'action',
  'suspenseful'],
 ['christian film'],
 ['dark',
  'comedy',
  'adult comedy',
  'bleak',
  'violence',
  'cult',
  'psychedelic',
  'tragedy',
  'revenge'],
 ['murder', 'flashback'],
 ['murder'],
 ['psychological'],
 ['cult', 'mystery', 'murder'],
 ['neo noir', 'realism', 'murder', 'cult', 'violence', 'suspenseful'],
 ['murder',
  'stupid',
  'bleak',
  'violence',
  'flashback',
  'humor',
  'entertaining'],
 ['melodrama'],
 ['grindhouse film', 'murder', 'violence', 'cult', 'horror', 'suspenseful'],
 ['gothic', 'murder', 'violence', 'horror', 'flashback', 'romantic'],
 ['good versus evil', 'cult'],
 ['murder'],
 ['cute', 'fantasy'],
 ['violence'],
 ['romantic', 'comedy', 'boring', 'storytelling', 'flashback'],
 ['comedy',
  'cruelty',
  'neo noir',
  'murder',
  'cult',
  'sadist',
  'violence',
  'flashback',
  'humor',
  'revenge',
  'blaxploitation'],
 ['neo noir',
  'murder',
  'depressing',
  'suicidal',
  'flashback',
  'revenge',
  'storytelling'],
 ['romantic', 'psychological'],
 ['historical', 'insanity', 'violence', 'cruelty', 'sadist'],
 ['revenge'],
 ['cult', 'humor'],
 ['gothic', 'murder', 'violence', 'flashback', 'clever', 'revenge', 'sadist'],
 ['cult', 'humor', 'psychedelic', 'violence', 'flashback'],
 ['pornographic', 'murder'],
 ['violence', 'comedy', 'murder'],
 ['violence', 'comedy', 'murder', 'prank'],
 ['cult', 'comedy', 'violence', 'humor'],
 ['historical', 'sentimental', 'flashback'],
 ['cult', 'romantic'],
 ['comedy',
  'murder',
  'violence',
  'flashback',
  'psychedelic',
  'revenge',
  'sentimental'],
 ['murder'],
 ['flashback', 'home movie'],
 ['comedy', 'entertaining', 'romantic'],
 ['boring',
  'murder',
  'violence',
  'revenge',
  'good versus evil',
  'action',
  'romantic',
  'sci-fi'],
 ['violence', 'neo noir', 'murder'],
 ['violence'],
 ['murder'],
 ['whimsical', 'fantasy', 'historical', 'bleak'],
 ['psychological',
  'dramatic',
  'violence',
  'atmospheric',
  'flashback',
  'tragedy',
  'inspiring',
  'home movie'],
 ['dark',
  'mystery',
  'fantasy',
  'murder',
  'suspenseful',
  'psychological',
  'atmospheric',
  'flashback',
  'philosophical',
  'romantic',
  'tragedy',
  'revenge',
  'entertaining',
  'storytelling',
  'sci-fi'],
 ['comedy',
  'mystery',
  'cruelty',
  'murder',
  'intrigue',
  'flashback',
  'psychedelic',
  'revenge',
  'sentimental'],
 ['satire', 'murder'],
 ['comedy'],
 ['tragedy', 'romantic'],
 ['mystery', 'psychological', 'murder', 'cult', 'revenge', 'suspenseful'],
 ['murder', 'violence', 'melodrama', 'tragedy', 'revenge', 'blaxploitation'],
 ['suicidal', 'humor', 'romantic', 'flashback'],
 ['fantasy',
  'cult',
  'good versus evil',
  'psychedelic',
  'romantic',
  'revenge',
  'sadist'],
 ['suspenseful', 'murder', 'violence', 'horror', 'flashback', 'revenge'],
 ['comedy',
  'fantasy',
  'psychological',
  'dramatic',
  'cult',
  'alternate reality',
  'thought-provoking',
  'flashback',
  'clever',
  'feel-good',
  'psychedelic',
  'philosophical',
  'brainwashing',
  'romantic',
  'entertaining',
  'sentimental'],
 ['romantic', 'realism', 'storytelling', 'flashback'],
 ['anti war', 'violence', 'romantic', 'flashback'],
 ['comedy', 'humor', 'entertaining', 'adult comedy'],
 ['action'],
 ['cult', 'action', 'murder'],
 ['suspenseful',
  'mystery',
  'murder',
  'violence',
  'intrigue',
  'flashback',
  'action',
  'revenge',
  'storytelling'],
 ['psychedelic', 'magical realism', 'storytelling', 'sentimental'],
 ['absurd', 'cult', 'entertaining'],
 ['good versus evil', 'violence', 'comedy', 'gothic'],
 ['violence'],
 ['cult', 'action', 'gothic', 'violence', 'flashback'],
 ['revenge', 'cult', 'action', 'comedy', 'violence'],
 ['philosophical'],
 ['good versus evil', 'cult', 'psychedelic', 'murder', 'sci-fi'],
 ['revenge', 'comedy', 'murder', 'violence', 'flashback'],
 ['entertaining'],
 ['violence'],
 ['dark',
  'suspenseful',
  'neo noir',
  'murder',
  'boring',
  'violence',
  'atmospheric',
  'feel-good',
  'action',
  'romantic',
  'revenge',
  'entertaining'],
 ['melodrama'],
 ['suspenseful', 'murder'],
 ['good versus evil', 'suspenseful', 'fantasy', 'entertaining', 'humor'],
 ['depressing', 'murder', 'dramatic', 'cute', 'atmospheric', 'historical'],
 ['revenge', 'murder', 'violence', 'flashback'],
 ['revenge', 'cult', 'flashback'],
 ['paranormal', 'murder'],
 ['comedy',
  'avant garde',
  'neo noir',
  'murder',
  'anti war',
  'cult',
  'violence',
  'insanity',
  'revenge',
  'blaxploitation'],
 ['murder'],
 ['realism', 'revenge', 'murder', 'violence', 'flashback'],
 ['insanity', 'cult'],
 ['suspenseful', 'murder'],
 ['dramatic', 'comedy', 'entertaining', 'romantic', 'melodrama'],
 ['revenge', 'murder', 'violence', 'flashback'],
 ['good versus evil', 'cult', 'fantasy', 'action', 'boring'],
 ['psychedelic'],
 ['cruelty',
  'grindhouse film',
  'murder',
  'cult',
  'violence',
  'horror',
  'flashback',
  'insanity',
  'sadist'],
 ['mystery', 'comedy', 'horror', 'stupid'],
 ['psychological', 'realism', 'murder', 'violence', 'flashback', 'revenge'],
 ['suspenseful'],
 ['suspenseful',
  'murder',
  'violence',
  'flashback',
  'good versus evil',
  'humor',
  'revenge'],
 ['violence'],
 ['sentimental', 'murder', 'historical', 'flashback'],
 ['insanity', 'revenge', 'gothic', 'murder', 'plot twist'],
 ['dramatic', 'revenge', 'inspiring', 'violence'],
 ['murder', 'dramatic', 'cult', 'violence', 'action', 'tragedy'],
 ['murder'],
 ['cruelty'],
 ['entertaining', 'violence', 'murder', 'flashback'],
 ['absurd', 'cult', 'psychedelic', 'satire'],
 ['comedy',
  'boring',
  'dramatic',
  'psychedelic',
  'humor',
  'romantic',
  'entertaining'],
 ['suspenseful', 'cruelty', 'murder', 'violence', 'psychedelic', 'revenge'],
 ['violence', 'romantic', 'home movie'],
 ['comedy', 'bleak', 'dramatic', 'cult', 'suspenseful', 'entertaining'],
 ['dramatic', 'psychedelic', 'cute', 'atmospheric', 'romantic'],
 ['comedy'],
 ['dark',
  'cruelty',
  'gothic',
  'murder',
  'cult',
  'violence',
  'flashback',
  'insanity',
  'sadist'],
 ['psychedelic', 'haunting'],
 ['murder', 'home movie'],
 ['dark', 'mystery', 'neo noir', 'murder', 'violence', 'satire'],
 ['comedy', 'neo noir', 'cruelty', 'murder', 'violence', 'storytelling'],
 ['murder',
  'realism',
  'violence',
  'atmospheric',
  'brainwashing',
  'suspenseful',
  'storytelling'],
 ['absurd'],
 ['insanity', 'murder'],
 ['violence', 'murder'],
 ['murder'],
 ['pornographic'],
 ['tragedy', 'sentimental', 'flashback'],
 ['suspenseful',
  'mystery',
  'murder',
  'violence',
  'cult',
  'good versus evil',
  'revenge'],
 ['romantic', 'historical'],
 ['insanity', 'gothic', 'flashback'],
 ['cult', 'satire', 'romantic'],
 ['violence', 'suspenseful', 'alternate history', 'murder', 'sci-fi'],
 ['humor'],
 ['horror', 'gothic', 'prank'],
 ['mystery', 'murder', 'violence', 'action', 'claustrophobic', 'suspenseful'],
 ['revenge', 'suspenseful', 'romantic'],
 ['good versus evil', 'paranormal', 'cult', 'comedy', 'violence'],
 ['romantic', 'comedy', 'flashback'],
 ['mystery',
  'murder',
  'flashback',
  'insanity',
  'psychedelic',
  'revenge',
  'storytelling'],
 ['psychedelic', 'satire'],
 ['cult', 'psychedelic', 'atmospheric', 'gothic', 'haunting'],
 ['adult comedy'],
 ['dramatic', 'comedy', 'satire', 'dark', 'depressing'],
 ['murder'],
 ['psychedelic', 'cute'],
 ['violence', 'comedy', 'dark', 'murder'],
 ['flashback'],
 ['dark', 'neo noir', 'violence', 'atmospheric', 'flashback', 'romantic'],
 ['satire'],
 ['revenge', 'violence'],
 ['suspenseful',
  'murder',
  'paranormal',
  'cult',
  'violence',
  'flashback',
  'good versus evil',
  'psychedelic',
  'tragedy',
  'revenge',
  'alternate history'],
 ['revenge', 'flashback'],
 ['violence', 'murder'],
 ['comedy', 'neo noir', 'murder', 'cult', 'violence', 'humor', 'revenge'],
 ['murder',
  'violence',
  'flashback',
  'good versus evil',
  'action',
  'inspiring',
  'sadist'],
 ['murder'],
 ['romantic', 'fantasy'],
 ['violence'],
 ['pornographic'],
 ['cult', 'murder'],
 ['dark',
  'psychological',
  'mystery',
  'paranormal',
  'allegory',
  'atmospheric',
  'entertaining'],
 ['avant garde', 'murder', 'stupid', 'dramatic', 'inspiring', 'romantic'],
 ['romantic', 'comedy', 'feel-good', 'prank'],
 ['fantasy'],
 ['suspenseful',
  'murder',
  'western',
  'dramatic',
  'sadist',
  'violence',
  'storytelling',
  'flashback',
  'historical fiction',
  'humor',
  'action',
  'romantic',
  'revenge',
  'entertaining',
  'blaxploitation'],
 ['horror', 'violence', 'mystery'],
 ['romantic', 'alternate history', 'murder'],
 ['mystery', 'murder', 'cult', 'violence', 'insanity', 'revenge'],
 ['murder', 'cult', 'fantasy', 'alternate history', 'violence'],
 ['brainwashing', 'violence', 'murder'],
 ['tragedy'],
 ['cruelty', 'grindhouse film', 'murder', 'cult', 'horror', 'violence'],
 ['good versus evil'],
 ['violence', 'boring', 'murder'],
 ['murder',
  'allegory',
  'cult',
  'violence',
  'clever',
  'good versus evil',
  'psychedelic',
  'humor',
  'satire',
  'action',
  'brainwashing',
  'suspenseful',
  'sci-fi'],
 ['prank'],
 ['cult', 'comedy', 'violence', 'flashback'],
 ['cult'],
 ['comedy'],
 ['romantic', 'flashback'],
 ['murder'],
 ['good versus evil'],
 ['comedy',
  'murder',
  'violence',
  'cult',
  'humor',
  'action',
  'revenge',
  'entertaining'],
 ['good versus evil', 'cult', 'action', 'murder'],
 ['violence', 'action', 'psychedelic', 'murder'],
 ['romantic', 'flashback'],
 ['dramatic'],
 ['boring', 'murder', 'flashback'],
 ['boring',
  'depressing',
  'stupid',
  'cult',
  'cute',
  'magical realism',
  'flashback',
  'psychedelic',
  'humor',
  'inspiring',
  'romantic',
  'entertaining',
  'home movie'],
 ['comedy', 'cruelty', 'satire'],
 ['cult', 'murder', 'sentimental'],
 ['alternate reality', 'stupid', 'boring', 'flashback'],
 ['suicidal'],
 ['violence', 'absurd', 'suspenseful', 'comedy', 'romantic'],
 ['murder', 'mystery', 'neo noir', 'storytelling', 'sadist'],
 ['cult', 'horror', 'grindhouse film', 'murder', 'violence'],
 ['revenge', 'comedy', 'action', 'murder', 'violence'],
 ['revenge'],
 ['brainwashing'],
 ['atmospheric', 'revenge', 'murder', 'violence'],
 ['comedy', 'flashback'],
 ['cult'],
 ['horror', 'violence', 'action', 'boring', 'stupid'],
 ['good versus evil', 'romantic'],
 ['cruelty',
  'alternate reality',
  'haunting',
  'flashback',
  'psychedelic',
  'revenge'],
 ['cult', 'murder', 'violence'],
 ['psychedelic'],
 ['cult', 'violence'],
 ['violence', 'action', 'murder', 'flashback'],
 ['boring',
  'depressing',
  'dramatic',
  'humor',
  'romantic',
  'entertaining',
  'storytelling'],
 ['satire'],
 ['psychedelic', 'comedy', 'cute', 'entertaining'],
 ['cult', 'comedy', 'satire', 'murder', 'romantic'],
 ['satire'],
 ['paranormal', 'horror'],
 ['dramatic', 'romantic', 'intrigue', 'cruelty', 'historical'],
 ['tragedy', 'murder', 'flashback'],
 ['murder'],
 ['prank'],
 ['fantasy'],
 ['violence', 'flashback'],
 ['dark',
  'depressing',
  'flashback',
  'melodrama',
  'tragedy',
  'entertaining',
  'sentimental'],
 ['revenge'],
 ['comedy',
  'avant garde',
  'dark',
  'murder',
  'realism',
  'cult',
  'atmospheric',
  'psychedelic',
  'humor',
  'satire'],
 ['depressing', 'flashback'],
 ['cult', 'violence'],
 ['paranormal'],
 ['prank', 'stupid', 'humor', 'boring', 'flashback'],
 ['cult', 'romantic'],
 ['revenge', 'comedy', 'satire'],
 ['dramatic'],
 ['sci-fi'],
 ['bleak', 'murder', 'flashback'],
 ['murder'],
 ['comedy', 'entertaining'],
 ['good versus evil', 'action', 'gothic'],
 ['romantic'],
 ['comedy',
  'realism',
  'whimsical',
  'dramatic',
  'cute',
  'flashback',
  'feel-good',
  'psychedelic',
  'romantic',
  'entertaining',
  'storytelling'],
 ['suspenseful', 'murder', 'flashback'],
 ['paranormal'],
 ['murder'],
 ['revenge', 'violence'],
 ['violence', 'revenge', 'comedy', 'murder', 'sadist'],
 ['dark',
  'suspenseful',
  'gothic',
  'murder',
  'mystery',
  'violence',
  'atmospheric',
  'flashback',
  'psychedelic',
  'action',
  'revenge'],
 ['cult', 'violence'],
 ['comedy',
  'murder',
  'thought-provoking',
  'suicidal',
  'flashback',
  'insanity',
  'psychedelic',
  'melodrama'],
 ['cruelty',
  'murder',
  'thought-provoking',
  'violence',
  'cult',
  'revenge',
  'sadist'],
 ['comedy',
  'suspenseful',
  'neo noir',
  'murder',
  'cult',
  'violence',
  'atmospheric',
  'psychedelic',
  'revenge'],
 ['violence', 'cult', 'murder', 'romantic', 'flashback'],
 ['romantic', 'flashback'],
 ['romantic', 'murder'],
 ['comedy',
  'paranormal',
  'whimsical',
  'cult',
  'flashback',
  'psychedelic',
  'melodrama',
  'tragedy',
  'romantic'],
 ['comedy',
  'avant garde',
  'murder',
  'flashback',
  'psychedelic',
  'autobiographical',
  'humor',
  'philosophical',
  'romantic',
  'historical',
  'storytelling'],
 ['revenge', 'flashback'],
 ['avant garde', 'satire', 'murder', 'historical fiction'],
 ['romantic'],
 ['revenge'],
 ['melodrama'],
 ['paranormal', 'violence', 'intrigue', 'murder', 'flashback'],
 ['brainwashing'],
 ['violence', 'murder'],
 ['murder'],
 ['psychedelic', 'alternate history'],
 ['violence', 'murder', 'claustrophobic'],
 ['violence'],
 ['murder',
  'paranormal',
  'allegory',
  'violence',
  'bleak',
  'atmospheric',
  'psychedelic'],
 ['flashback'],
 ['flashback'],
 ['murder'],
 ['romantic', 'historical', 'storytelling', 'flashback'],
 ['satire'],
 ['thought-provoking'],
 ['comedy',
  'neo noir',
  'murder',
  'cult',
  'violence',
  'satire',
  'revenge',
  'entertaining'],
 ['tragedy', 'suspenseful'],
 ['boring',
  'murder',
  'realism',
  'cult',
  'violence',
  'atmospheric',
  'psychedelic',
  'suspenseful'],
 ['boring',
  'murder',
  'flashback',
  'insanity',
  'absurd',
  'psychedelic',
  'revenge',
  'storytelling'],
 ['violence', 'alternate reality'],
 ['melodrama', 'romantic', 'flashback'],
 ['murder', 'prank'],
 ['mystery', 'murder'],
 ['anti war'],
 ['comedy', 'dark', 'gothic', 'murder', 'cult', 'violence', 'horror'],
 ['violence'],
 ['revenge', 'comedy', 'murder', 'storytelling', 'flashback'],
 ['sci-fi'],
 ['entertaining', 'cult', 'neo noir', 'murder', 'violence'],
 ['cult', 'comic', 'violence', 'flashback'],
 ['good versus evil', 'cult'],
 ['comedy', 'gothic', 'adult comedy', 'clever', 'romantic', 'entertaining'],
 ['comedy',
  'cruelty',
  'murder',
  'magical realism',
  'absurd',
  'psychedelic',
  'satire',
  'melodrama'],
 ['comedy',
  'murder',
  'paranormal',
  'cult',
  'good versus evil',
  'psychedelic',
  'philosophical',
  'claustrophobic',
  'romantic',
  'suspenseful'],
 ['murder', 'violence', 'melodrama', 'tragedy', 'revenge', 'sadist'],
 ['comedy', 'violence', 'intrigue', 'flashback', 'tragedy', 'suspenseful'],
 ['romantic'],
 ['haunting'],
 ['cult', 'murder', 'flashback'],
 ['neo noir',
  'gothic',
  'murder',
  'paranormal',
  'horror',
  'flashback',
  'suspenseful'],
 ['good versus evil', 'revenge', 'boring', 'psychedelic', 'flashback'],
 ['philosophical'],
 ['violence', 'murder'],
 ['depressing'],
 ['good versus evil', 'revenge', 'cult', 'alternate history', 'flashback'],
 ['violence'],
 ['good versus evil', 'revenge', 'cult', 'murder'],
 ['revenge', 'romantic'],
 ['dark',
  'cruelty',
  'murder',
  'cult',
  'horror',
  'violence',
  'storytelling',
  'flashback',
  'insanity',
  'revenge',
  'sadist'],
 ['good versus evil', 'revenge', 'psychedelic'],
 ['melodrama', 'violence', 'murder', 'haunting', 'flashback'],
 ['horror'],
 ['cult', 'flashback'],
 ['cult', 'cute', 'romantic'],
 ['comedy',
  'suspenseful',
  'psychological',
  'murder',
  'dark',
  'violence',
  'flashback',
  'psychedelic',
  'revenge',
  'sci-fi'],
 ['romantic'],
 ['mystery', 'cult', 'action', 'violence', 'flashback'],
 ['tragedy', 'romantic', 'historical', 'murder', 'violence'],
 ['dramatic', 'romantic', 'queer'],
 ['suspenseful', 'murder', 'violence'],
 ['boring',
  'murder',
  'bleak',
  'dramatic',
  'violence',
  'flashback',
  'insanity',
  'historical'],
 ['cute', 'entertaining'],
 ['comedy', 'adult comedy', 'bleak', 'cult', 'humor', 'entertaining'],
 ['psychedelic', 'philosophical'],
 ['comedy', 'dark', 'cruelty', 'flashback', 'humor', 'satire'],
 ['murder',
  'violence',
  'flashback',
  'good versus evil',
  'psychedelic',
  'action'],
 ['boring', 'fantasy', 'murder', 'action', 'revenge', 'entertaining'],
 ['violence', 'boring', 'historical', 'murder', 'flashback'],
 ['suspenseful',
  'murder',
  'cult',
  'violence',
  'good versus evil',
  'action',
  'tragedy',
  'revenge'],
 ['tragedy', 'revenge', 'murder', 'violence', 'home movie'],
 ['depressing',
  'dramatic',
  'feel-good',
  'inspiring',
  'historical',
  'storytelling',
  'sentimental'],
 ['violence', 'murder', 'flashback'],
 ['murder', 'flashback', 'action', 'revenge', 'entertaining'],
 ['boring',
  'murder',
  'flashback',
  'romantic',
  'melodrama',
  'tragedy',
  'revenge',
  'sentimental'],
 ['romantic'],
 ['absurd', 'comedy', 'violence'],
 ['flashback'],
 ['pornographic', 'psychedelic'],
 ['horror', 'gothic', 'murder', 'flashback'],
 ['suspenseful', 'historical', 'realism'],
 ['psychedelic', 'alternate reality'],
 ['suspenseful',
  'psychological',
  'dramatic',
  'cult',
  'flashback',
  'insanity',
  'inspiring',
  'romantic',
  'historical',
  'prank'],
 ['pornographic',
  'dark',
  'comedy',
  'murder',
  'adult comedy',
  'bleak',
  'violence',
  'revenge',
  'cult',
  'flashback',
  'romantic',
  'entertaining'],
 ['horror', 'flashback'],
 ['humor', 'feel-good', 'entertaining', 'sentimental'],
 ['whimsical', 'romantic', 'cute', 'atmospheric', 'home movie'],
 ['paranormal', 'violence', 'cult'],
 ['cult', 'satire', 'violence'],
 ['murder'],
 ['tragedy', 'dramatic', 'murder'],
 ['violence', 'dark', 'cruelty', 'murder'],
 ['dark',
  'mystery',
  'gothic',
  'murder',
  'stupid',
  'cult',
  'horror',
  'revenge'],
 ['paranormal', 'violence', 'murder'],
 ['gothic'],
 ['paranormal', 'gothic'],
 ['entertaining', 'flashback'],
 ['suicidal'],
 ['revenge', 'flashback'],
 ['mystery', 'psychedelic', 'avant garde', 'flashback'],
 ['suspenseful',
  'gothic',
  'murder',
  'paranormal',
  'horror',
  'haunting',
  'revenge'],
 ['suspenseful', 'realism', 'atmospheric', 'flashback'],
 ['neo noir', 'historical', 'flashback'],
 ['cult', 'satire'],
 ['paranormal', 'gothic', 'murder'],
 ['comedy'],
 ['romantic'],
 ['violence'],
 ['dark',
  'grindhouse film',
  'cruelty',
  'murder',
  'cult',
  'horror',
  'violence',
  'suspenseful',
  'sadist'],
 ['tragedy', 'cult', 'adult comedy', 'romantic'],
 ['boring', 'cult', 'violence', 'atmospheric', 'flashback', 'home movie'],
 ['paranormal'],
 ['satire', 'murder'],
 ['good versus evil', 'revenge', 'psychedelic', 'violence'],
 ['violence', 'horror', 'cruelty', 'murder'],
 ['cult', 'melodrama'],
 ['murder', 'flashback'],
 ['violence'],
 ['comedy', 'fantasy', 'cruelty', 'psychological', 'prank'],
 ['suspenseful', 'humor', 'romantic', 'flashback'],
 ['comedy', 'fantasy', 'paranormal', 'allegory', 'cult', 'humor', 'action'],
 ['violence', 'revenge', 'cult', 'romantic', 'flashback'],
 ['suspenseful',
  'murder',
  'violence',
  'flashback',
  'good versus evil',
  'historical fiction',
  'psychedelic',
  'revenge',
  'sci-fi'],
 ['murder'],
 ['absurd', 'cult', 'psychedelic'],
 ['psychological',
  'depressing',
  'dramatic',
  'cult',
  'violence',
  'insanity',
  'satire',
  'claustrophobic',
  'sadist',
  'sentimental'],
 ['paranormal', 'murder'],
 ['murder'],
 ['comedy',
  'boring',
  'adult comedy',
  'bleak',
  'cult',
  'flashback',
  'humor',
  'satire',
  'romantic',
  'entertaining'],
 ['violence', 'historical', 'depressing', 'romantic', 'historical fiction'],
 ['cult', 'psychedelic', 'flashback'],
 ['comedy', 'murder', 'violence', 'flashback', 'satire', 'sadist'],
 ['romantic'],
 ['suspenseful', 'intrigue', 'murder', 'romantic'],
 ['comedy',
  'suspenseful',
  'cruelty',
  'murder',
  'mystery',
  'psychological',
  'cult',
  'sadist',
  'violence',
  'insanity',
  'claustrophobic',
  'revenge',
  'storytelling'],
 ['revenge', 'cult', 'grindhouse film', 'murder', 'violence'],
 ['romantic', 'alternate reality', 'murder'],
 ['comedy', 'murder', 'stupid', 'cult', 'horror', 'insanity', 'sadist'],
 ['good versus evil', 'cult', 'psychedelic', 'murder'],
 ['violence'],
 ['psychedelic', 'avant garde'],
 ['neo noir', 'cruelty', 'murder', 'violence', 'intrigue', 'insanity'],
 ['mystery',
  'cruelty',
  'murder',
  'cult',
  'horror',
  'violence',
  'insanity',
  'suspenseful',
  'sadist'],
 ['absurd', 'comedy', 'satire', 'entertaining', 'flashback'],
 ['murder'],
 ['romantic'],
 ['good versus evil', 'violence'],
 ['good versus evil', 'cult', 'psychedelic', 'murder', 'gothic'],
 ['violence', 'murder', 'sadist', 'flashback'],
 ['flashback'],
 ['paranormal', 'romantic', 'bleak'],
 ['satire'],
 ['murder', 'flashback'],
 ['dark',
  'boring',
  'neo noir',
  'gothic',
  'murder',
  'fantasy',
  'mystery',
  'dramatic',
  'cult',
  'atmospheric',
  'action',
  'philosophical',
  'romantic',
  'blaxploitation',
  'sci-fi'],
 ['good versus evil', 'action'],
 ['cult', 'comedy', 'gothic', 'atmospheric'],
 ['murder', 'cult', 'violence', 'romantic', 'revenge', 'historical'],
 ['comedy',
  'mystery',
  'fantasy',
  'murder',
  'violence',
  'cult',
  'flashback',
  'revenge'],
 ['gothic', 'murder'],
 ['action', 'fantasy', 'flashback'],
 ['suspenseful', 'neo noir', 'murder', 'flashback', 'action', 'revenge'],
 ['comedy',
  'psychological',
  'neo noir',
  'murder',
  'cult',
  'violence',
  'insanity',
  'satire',
  'tragedy',
  'romantic'],
 ['flashback'],
 ['murder'],
 ['insanity', 'violence', 'murder', 'sadist'],
 ['suspenseful'],
 ['murder'],
 ['prank'],
 ['cute', 'flashback', 'psychedelic', 'humor', 'entertaining', 'storytelling'],
 ['revenge', 'psychedelic', 'murder', 'violence'],
 ['cult', 'blaxploitation'],
 ['dark',
  'murder',
  'realism',
  'dramatic',
  'violence',
  'action',
  'philosophical',
  'historical'],
 ['revenge', 'psychological', 'psychedelic'],
 ['violence', 'cruelty', 'storytelling'],
 ['murder', 'cult', 'horror', 'violence', 'good versus evil', 'insanity'],
 ['romantic', 'cute', 'magical realism', 'entertaining'],
 ['comedy',
  'murder',
  'cult',
  'violence',
  'flashback',
  'good versus evil',
  'absurd',
  'humor',
  'satire',
  'revenge',
  'sadist'],
 ['neo noir', 'flashback'],
 ['bleak', 'cult', 'humor', 'satire', 'flashback'],
 ['comedy', 'boring', 'satire', 'sadist'],
 ['plot twist', 'murder', 'violence'],
 ['revenge', 'adult comedy', 'romantic'],
 ['murder'],
 ['comedy', 'entertaining'],
 ['comedy',
  'fantasy',
  'cult',
  'good versus evil',
  'psychedelic',
  'absurd',
  'satire',
  'action',
  'historical',
  'entertaining',
  'sci-fi'],
 ['humor'],
 ['romantic'],
 ['insanity', 'plot twist', 'comedy'],
 ['comedy',
  'suspenseful',
  'murder',
  'realism',
  'bleak',
  'cult',
  'violence',
  'atmospheric',
  'flashback',
  'psychedelic',
  'revenge'],
 ['revenge'],
 ['paranormal', 'romantic', 'murder'],
 ['brainwashing', 'cult', 'psychedelic', 'flashback'],
 ['boring',
  'paranormal',
  'horror',
  'alternate reality',
  'atmospheric',
  'flashback',
  'psychedelic',
  'suspenseful'],
 ['melodrama'],
 ['grindhouse film'],
 ['cult', 'comedy', 'murder', 'violence'],
 ['revenge', 'murder'],
 ['murder', 'flashback'],
 ['violence'],
 ['fantasy',
  'murder',
  'violence',
  'cult',
  'good versus evil',
  'tragedy',
  'revenge'],
 ['comedy', 'romantic', 'flashback'],
 ['flashback'],
 ['anti war', 'cruelty'],
 ['psychedelic'],
 ['pornographic',
  'cruelty',
  'murder',
  'cult',
  'horror',
  'violence',
  'insanity',
  'suspenseful',
  'sadist'],
 ['revenge', 'murder'],
 ['gothic',
  'grindhouse film',
  'murder',
  'violence',
  'horror',
  'haunting',
  'flashback',
  'psychedelic',
  'sadist'],
 ['violence'],
 ['dramatic', 'revenge', 'cult', 'action', 'flashback'],
 ['cult', 'suspenseful', 'claustrophobic'],
 ['comedy', 'dark', 'cult', 'horror', 'violence', 'psychedelic', 'revenge'],
 ['comedy', 'romantic'],
 ['romantic', 'murder'],
 ['revenge', 'murder', 'flashback'],
 ['comedy',
  'mystery',
  'fantasy',
  'murder',
  'cult',
  'historical fiction',
  'action',
  'romantic',
  'entertaining',
  'sci-fi'],
 ['comedy', 'cult', 'flashback', 'absurd', 'humor', 'romantic'],
 ['mystery',
  'gothic',
  'murder',
  'suspenseful',
  'neo noir',
  'violence',
  'flashback',
  'revenge'],
 ['psychological',
  'murder',
  'dramatic',
  'violence',
  'haunting',
  'satire',
  'storytelling',
  'sentimental'],
 ['brainwashing', 'alternate reality', 'satire', 'dramatic'],
 ['comedy',
  'suspenseful',
  'neo noir',
  'murder',
  'mystery',
  'psychological',
  'allegory',
  'cult',
  'alternate reality',
  'violence',
  'plot twist',
  'insanity',
  'psychedelic',
  'claustrophobic',
  'tragedy',
  'revenge'],
 ['suspenseful',
  'whimsical',
  'cult',
  'violence',
  'flashback',
  'psychedelic',
  'satire',
  'philosophical',
  'revenge'],
 ['comedy', 'bleak', 'cult', 'absurd', 'satire', 'brainwashing'],
 ['murder'],
 ['sadist'],
 ['psychedelic', 'boring'],
 ['melodrama'],
 ['flashback'],
 ['comedy',
  'boring',
  'murder',
  'violence',
  'flashback',
  'good versus evil',
  'absurd',
  'humor',
  'action',
  'psychedelic',
  'revenge',
  'entertaining'],
 ['comedy',
  'murder',
  'realism',
  'violence',
  'flashback',
  'absurd',
  'tragedy',
  'revenge',
  'entertaining'],
 ['psychedelic', 'depressing', 'home movie'],
 ['violence'],
 ['suspenseful', 'cruelty', 'murder'],
 ['psychological',
  'paranormal',
  'plot twist',
  'flashback',
  'psychedelic',
  'romantic',
  'storytelling'],
 ['alternate reality'],
 ['romantic', 'cult', 'violence', 'flashback'],
 ['suspenseful', 'murder', 'violence'],
 ['good versus evil', 'violence', 'alternate history'],
 ['allegory', 'cult', 'psychedelic'],
 ['alternate reality', 'cult', 'humor', 'violence'],
 ['psychedelic', 'avant garde'],
 ['murder'],
 ['boring',
  'depressing',
  'thought-provoking',
  'alternate reality',
  'atmospheric',
  'flashback',
  'romantic',
  'alternate history',
  'sentimental'],
 ['comedy', 'entertaining'],
 ['comedy', 'boring', 'murder', 'cult', 'violence', 'satire', 'comic'],
 ['violence', 'comedy', 'neo noir', 'murder', 'flashback'],
 ['anti war'],
 ['comedy', 'romantic', 'flashback'],
 ['cult', 'horror', 'violence'],
 ['insanity', 'romantic'],
 ['murder'],
 ['violence'],
 ['good versus evil', 'violence', 'gothic'],
 ['tragedy', 'dramatic', 'sentimental', 'flashback'],
 ['comedy'],
 ['cult', 'murder', 'violence'],
 ['murder', 'stupid', 'violence', 'clever', 'action', 'revenge', 'prank'],
 ['good versus evil', 'paranormal', 'romantic'],
 ['alternate reality', 'philosophical'],
 ['revenge', 'fantasy', 'action'],
 ['violence', 'satire'],
 ['neo noir', 'cult', 'cruelty', 'murder'],
 ['murder'],
 ['romantic', 'cult', 'philosophical', 'violence', 'flashback'],
 ['inspiring'],
 ['revenge'],
 ['cult'],
 ['dramatic', 'psychological', 'flashback'],
 ['dramatic', 'depressing', 'murder'],
 ['suicidal'],
 ['sci-fi'],
 ['dramatic', 'suspenseful'],
 ['violence', 'murder'],
 ['comedy',
  'murder',
  'cult',
  'absurd',
  'humor',
  'satire',
  'comic',
  'brainwashing',
  'entertaining'],
 ['suspenseful', 'atmospheric'],
 ['romantic'],
 ['romantic', 'humor', 'psychedelic'],
 ['grindhouse film', 'murder', 'cult', 'horror', 'violence', 'insanity'],
 ['revenge', 'neo noir'],
 ['mystery', 'boring', 'realism', 'murder', 'cult', 'atmospheric'],
 ['suspenseful', 'horror', 'flashback'],
 ['comedy',
  'boring',
  'fantasy',
  'bleak',
  'flashback',
  'absurd',
  'humor',
  'entertaining'],
 ['violence'],
 ['dramatic', 'psychedelic', 'mystery', 'action', 'boring'],
 ['tragedy'],
 ['violence', 'psychological', 'cruelty', 'murder'],
 ['romantic'],
 ['violence', 'romantic', 'flashback'],
 ['psychological',
  'murder',
  'flashback',
  'psychedelic',
  'tragedy',
  'romantic',
  'storytelling'],
 ['psychedelic', 'humor', 'prank'],
 ['clever', 'romantic', 'action', 'fantasy', 'flashback'],
 ['dramatic', 'romantic', 'comedy', 'prank'],
 ['flashback'],
 ['cult', 'romantic'],
 ['flashback'],
 ['cult', 'psychedelic', 'murder'],
 ['dramatic', 'violence'],
 ['suspenseful', 'humor', 'murder', 'violence', 'flashback'],
 ['dark',
  'cult',
  'violence',
  'horror',
  'atmospheric',
  'action',
  'tragedy',
  'suspenseful'],
 ['murder', 'flashback'],
 ['cruelty',
  'murder',
  'cult',
  'horror',
  'violence',
  'insanity',
  'revenge',
  'sadist'],
 ['revenge', 'murder', 'violence', 'flashback'],
 ['realism', 'dramatic', 'violence', 'tragedy', 'romantic', 'sentimental'],
 ['murder', 'violence', 'flashback', 'good versus evil', 'action', 'revenge'],
 ['romantic'],
 ['cult', 'comedy', 'adult comedy'],
 ['revenge', 'murder', 'violence'],
 ['boring',
  'neo noir',
  'depressing',
  'murder',
  'violence',
  'psychedelic',
  'romantic'],
 ['queer'],
 ['cruelty',
  'murder',
  'paranormal',
  'cult',
  'horror',
  'violence',
  'tragedy',
  'sadist'],
 ['good versus evil', 'revenge', 'comedy', 'murder', 'violence'],
 ['paranormal'],
 ['suspenseful', 'murder', 'violence', 'revenge', 'historical'],
 ['violence', 'adult comedy'],
 ['comedy', 'boring', 'flashback', 'satire', 'romantic', 'historical'],
 ['violence', 'murder', 'romantic'],
 ['neo noir', 'realism', 'murder', 'violence', 'flashback', 'revenge'],
 ['comedy'],
 ['murder'],
 ['bleak', 'comedy', 'boring', 'feel-good'],
 ['mystery', 'action', 'murder', 'boring', 'flashback'],
 ['romantic', 'fantasy', 'storytelling'],
 ['comedy',
  'avant garde',
  'whimsical',
  'cult',
  'psychedelic',
  'absurd',
  'satire',
  'humor',
  'entertaining'],
 ['cult', 'violence'],
 ['cult'],
 ['neo noir', 'cult', 'psychedelic', 'murder', 'violence'],
 ['revenge', 'flashback'],
 ['revenge'],
 ['romantic', 'dark'],
 ['comedy',
  'mystery',
  'murder',
  'violence',
  'humor',
  'satire',
  'revenge',
  'prank'],
 ['good versus evil',
  'psychedelic',
  'alternate reality',
  'neo noir',
  'violence'],
 ['murder'],
 ['cruelty',
  'murder',
  'cult',
  'violence',
  'horror',
  'flashback',
  'insanity',
  'romantic',
  'suspenseful',
  'sadist'],
 ['philosophical'],
 ['murder', 'atmospheric'],
 ['romantic', 'flashback'],
 ...]
In [18]:
def vector_list(row, list_info):
    col = []
    for i in list_info:
        if i in row: col.append(1)
        else: col.append(0)
    return col
In [19]:
binary_list = []
for i in range(14828):binary_list.append(vector_list(vector[i],tags_info))
In [20]:
binary_list
Out[20]:
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In [21]:
df_row = []
for i in tags_info:df_row.append(i.title())
In [22]:
df_row
Out[22]:
['Cult',
 'Horror',
 'Gothic',
 'Murder',
 'Atmospheric',
 'Violence',
 'Romantic',
 'Inspiring',
 'Stupid',
 'Feel-Good',
 'Cruelty',
 'Dramatic',
 'Action',
 'Revenge',
 'Sadist',
 'Queer',
 'Flashback',
 'Mystery',
 'Suspenseful',
 'Neo Noir',
 'Prank',
 'Psychedelic',
 'Tragedy',
 'Autobiographical',
 'Home Movie',
 'Good Versus Evil',
 'Depressing',
 'Realism',
 'Boring',
 'Haunting',
 'Sentimental',
 'Paranormal',
 'Historical',
 'Storytelling',
 'Comedy',
 'Fantasy',
 'Philosophical',
 'Adult Comedy',
 'Cute',
 'Entertaining',
 'Bleak',
 'Humor',
 'Plot Twist',
 'Christian Film',
 'Pornographic',
 'Insanity',
 'Brainwashing',
 'Sci-Fi',
 'Dark',
 'Claustrophobic',
 'Psychological',
 'Melodrama',
 'Historical Fiction',
 'Absurd',
 'Satire',
 'Alternate Reality',
 'Alternate History',
 'Comic',
 'Grindhouse Film',
 'Thought-Provoking',
 'Clever',
 'Western',
 'Blaxploitation',
 'Whimsical',
 'Intrigue',
 'Allegory',
 'Anti War',
 'Avant Garde',
 'Suicidal',
 'Magical Realism',
 'Non Fiction']
In [23]:
details = []
b = 'Movie '
for i in range(14828):
    x = ("".join([b,str(i)]),binary_list[i])
    details.append(x)
In [24]:
details = dict(details)
In [25]:
details
Out[25]:
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In [26]:
# Creating the DataFrame
vector_space_model = pd.DataFrame(details) 
  
# Create the index
index_ = df_row
  
# Set the index
vector_space_model.index = index_
In [27]:
vector_space_model
Out[27]:
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In [186]:
# compute cosine similarity
A = vector_space_model.iloc[:,1]
B = vector_space_model.iloc[:,8]
cosine = np.dot(A,B)/(norm(A)*norm(B))
print("Cosine Similarity:", cosine)

Cosine Similarity: 1.0
In [175]:
vector_info.iloc[1:2]
Out[175]:
imdb_id title plot_synopsis tags split synopsis_source
1 tt1733125 Dungeons & Dragons: The Book of Vile Darkness Two thousand years ago, Nhagruul the Foul, a s... violence train imdb
In [174]:
vector_info.iloc[8:9]
Out[174]:
imdb_id title plot_synopsis tags split synopsis_source
8 tt0021079 Little Caesar Small-time Italian-American criminals Caesar E... violence train imdb
In [29]:
def cosine_similarity(B):
    A = vector_space_model.iloc[:,0]
    cosine = np.dot(A,B)/(norm(A)*norm(B))
    return cosine
In [30]:
all_cos_sim = []
for i in range(14828):all_cos_sim.append(round(cosine_similarity(vector_space_model.iloc[:,i]),1))
In [150]:
all_cos_sim
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In [31]:
recommend = []
recommend1 = []
no_rec = []
no_rec1 = []
for i,x in enumerate(all_cos_sim):
    if x >= 0.5: 
        recommend.append((i,x))
        recommend1.append(x)
    else:
        no_rec.append((i,x))
        no_rec1.append(x)
In [32]:
len(recommend)
Out[32]:
564
In [33]:
len(no_rec)
Out[33]:
14264
In [636]:
no_rec
Out[636]:
[(1, 0.0),
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 (808, 0.0),
 (809, 0.4),
 (810, 0.0),
 (811, 0.0),
 (813, 0.2),
 (814, 0.0),
 (815, 0.0),
 (816, 0.0),
 (817, 0.3),
 (819, 0.0),
 (821, 0.4),
 (822, 0.3),
 (824, 0.0),
 (825, 0.2),
 (826, 0.3),
 (827, 0.0),
 (828, 0.4),
 (829, 0.2),
 (830, 0.0),
 (831, 0.4),
 (832, 0.0),
 (833, 0.0),
 (834, 0.2),
 (835, 0.3),
 (836, 0.2),
 (837, 0.0),
 (838, 0.0),
 (840, 0.0),
 (841, 0.3),
 (842, 0.0),
 (843, 0.2),
 (844, 0.0),
 (845, 0.3),
 (846, 0.0),
 (847, 0.4),
 (848, 0.0),
 (849, 0.1),
 (850, 0.0),
 (851, 0.0),
 (852, 0.0),
 (853, 0.4),
 (854, 0.0),
 (855, 0.3),
 (856, 0.2),
 (857, 0.3),
 (858, 0.0),
 (859, 0.0),
 (860, 0.4),
 (861, 0.3),
 (862, 0.3),
 (863, 0.0),
 (864, 0.3),
 (865, 0.0),
 (866, 0.0),
 (867, 0.0),
 (868, 0.0),
 (869, 0.4),
 (870, 0.3),
 (871, 0.4),
 (872, 0.0),
 (873, 0.2),
 (874, 0.3),
 (875, 0.3),
 (876, 0.0),
 (877, 0.3),
 (878, 0.3),
 (879, 0.3),
 (880, 0.2),
 (881, 0.3),
 (882, 0.2),
 (883, 0.0),
 (884, 0.2),
 (885, 0.1),
 (886, 0.2),
 (887, 0.4),
 (888, 0.0),
 (889, 0.0),
 (890, 0.0),
 (891, 0.0),
 (892, 0.1),
 (893, 0.1),
 (894, 0.0),
 (895, 0.0),
 (896, 0.3),
 (897, 0.0),
 (898, 0.0),
 (899, 0.2),
 (900, 0.3),
 (901, 0.0),
 (902, 0.3),
 (903, 0.2),
 (904, 0.0),
 (905, 0.4),
 (906, 0.1),
 (907, 0.0),
 (908, 0.3),
 (909, 0.2),
 (910, 0.0),
 (911, 0.0),
 (913, 0.0),
 (914, 0.4),
 (915, 0.0),
 (916, 0.3),
 (917, 0.0),
 (918, 0.0),
 (920, 0.2),
 (921, 0.0),
 (922, 0.0),
 (923, 0.0),
 (924, 0.0),
 (925, 0.4),
 (926, 0.4),
 (927, 0.2),
 (928, 0.0),
 (929, 0.0),
 (930, 0.4),
 (931, 0.0),
 (932, 0.3),
 (933, 0.0),
 (934, 0.0),
 (935, 0.0),
 (936, 0.3),
 (937, 0.3),
 (938, 0.3),
 (939, 0.0),
 (940, 0.0),
 (942, 0.0),
 (944, 0.3),
 (945, 0.0),
 (946, 0.0),
 (947, 0.0),
 (948, 0.0),
 (949, 0.2),
 (950, 0.0),
 (951, 0.0),
 (952, 0.2),
 (953, 0.0),
 (954, 0.0),
 (955, 0.0),
 (956, 0.0),
 (957, 0.3),
 (958, 0.0),
 (960, 0.0),
 (961, 0.2),
 (963, 0.3),
 (965, 0.2),
 (966, 0.0),
 (967, 0.2),
 (968, 0.0),
 (969, 0.3),
 (970, 0.3),
 (971, 0.2),
 (972, 0.0),
 (974, 0.2),
 (975, 0.0),
 (976, 0.2),
 (977, 0.0),
 (978, 0.0),
 (979, 0.3),
 (980, 0.2),
 (981, 0.0),
 (982, 0.4),
 (983, 0.0),
 (984, 0.2),
 (985, 0.0),
 (986, 0.1),
 (987, 0.3),
 (988, 0.4),
 (989, 0.4),
 (990, 0.0),
 (991, 0.0),
 (992, 0.0),
 (993, 0.2),
 (994, 0.0),
 (995, 0.4),
 (996, 0.4),
 (997, 0.0),
 (999, 0.0),
 (1000, 0.0),
 (1001, 0.3),
 (1002, 0.4),
 (1003, 0.3),
 (1004, 0.0),
 (1005, 0.0),
 (1006, 0.0),
 (1007, 0.3),
 (1008, 0.4),
 (1009, 0.2),
 (1010, 0.0),
 (1011, 0.2),
 (1012, 0.3),
 (1013, 0.3),
 (1014, 0.0),
 (1015, 0.2),
 (1016, 0.0),
 (1017, 0.3),
 (1018, 0.3),
 (1019, 0.2),
 (1020, 0.4),
 (1021, 0.3),
 (1022, 0.4),
 (1023, 0.4),
 (1024, 0.2),
 (1025, 0.2),
 (1026, 0.3),
 (1027, 0.4),
 (1029, 0.0),
 (1030, 0.3),
 (1031, 0.3),
 (1032, 0.0),
 (1033, 0.0),
 (1034, 0.0),
 (1035, 0.4),
 (1036, 0.2),
 (1037, 0.2),
 (1040, 0.4),
 (1041, 0.4),
 (1042, 0.2),
 (1043, 0.0),
 (1044, 0.0),
 (1045, 0.2),
 (1046, 0.0),
 (1047, 0.0),
 (1048, 0.0),
 (1049, 0.4),
 (1050, 0.0),
 (1051, 0.0),
 (1052, 0.0),
 (1053, 0.4),
 (1054, 0.2),
 (1055, 0.2),
 (1056, 0.1),
 (1057, 0.3),
 ...]
In [271]:
def angle_between(vector_1, vector_2):
    unit_vector_1 = vector_1 / np.linalg.norm(vector_1)
    unit_vector_2 = vector_2 / np.linalg.norm(vector_2)
    dot_product = np.dot(unit_vector_1, unit_vector_2)
    angle = np.arccos(dot_product)
    return angle
In [261]:
# compute cosine similarity
A = vector_space_model.iloc[:,0]
B = vector_space_model.iloc[:,29]
cosine = np.dot(A,B)/(norm(A)*norm(B))
print("Cosine Similarity:", cosine)

Cosine Similarity: 0.0
In [254]:
vector_info.iloc[0:1]
Out[254]:
imdb_id title plot_synopsis tags split synopsis_source
0 tt0057603 I tre volti della paura Note: this synopsis is for the orginal Italian... cult, horror, gothic, murder, atmospheric train imdb
In [309]:
vector[0]
Out[309]:
['cult', 'horror', 'gothic', 'murder', 'atmospheric']
In [262]:
vector_info.iloc[29:30]
Out[262]:
imdb_id title plot_synopsis tags split synopsis_source
29 tt1716772 The Inbetweeners Movie Four teenage misfits - Will, Simon, Jay and Ne... bleak, comedy, humor, entertaining train imdb
In [310]:
vector[29]
Out[310]:
['bleak', 'comedy', 'humor', 'entertaining']
In [274]:
angle_between(vector_space_model.iloc[:,0], vector_space_model.iloc[:,29])
Out[274]:
1.5707963267948966
In [275]:
np.degrees(1.5707963267948966)
Out[275]:
90.0
In [247]:
# compute cosine similarity
A = vector_space_model.iloc[:,0]
B = vector_space_model.iloc[:,2]
cosine = np.dot(A,B)/(norm(A)*norm(B))
print("Cosine Similarity:", cosine)

Cosine Similarity: 0.0
In [254]:
vector_info.iloc[0:1]
Out[254]:
imdb_id title plot_synopsis tags split synopsis_source
0 tt0057603 I tre volti della paura Note: this synopsis is for the orginal Italian... cult, horror, gothic, murder, atmospheric train imdb
In [309]:
vector[0]
Out[309]:
['cult', 'horror', 'gothic', 'murder', 'atmospheric']
In [256]:
vector_info.iloc[2:3]
Out[256]:
imdb_id title plot_synopsis tags split synopsis_source
2 tt0033045 The Shop Around the Corner Matuschek's, a gift store in Budapest, is the ... romantic test imdb
In [311]:
vector[2]
Out[311]:
['romantic']
In [276]:
angle_between(vector_space_model.iloc[:,0], vector_space_model.iloc[:,2])
Out[276]:
1.5707963267948966
In [277]:
np.degrees(1.5707963267948966)
Out[277]:
90.0
In [268]:
# compute cosine similarity
A = vector_space_model.iloc[:,0]
B = vector_space_model.iloc[:,122]
cosine = np.dot(A,B)/(norm(A)*norm(B))
print("Cosine Similarity:", cosine)

Cosine Similarity: 0.0
In [254]:
vector_info.iloc[0:1]
Out[254]:
imdb_id title plot_synopsis tags split synopsis_source
0 tt0057603 I tre volti della paura Note: this synopsis is for the orginal Italian... cult, horror, gothic, murder, atmospheric train imdb
In [309]:
vector[0]
Out[309]:
['cult', 'horror', 'gothic', 'murder', 'atmospheric']
In [267]:
vector_info.iloc[122:123]
Out[267]:
imdb_id title plot_synopsis tags split synopsis_source
122 tt0383534 Noel Rose Collins (Susan Sarandon) runs into an old... dramatic train imdb
In [312]:
vector[122]
Out[312]:
['dramatic']
In [272]:
angle_between(vector_space_model.iloc[:,0], vector_space_model.iloc[:,122])
Out[272]:
1.5707963267948966
In [273]:
np.degrees(1.5707963267948966)
Out[273]:
90.0
In [332]:
for i in no_rec:
    if 0.3 > i[1] >= 0.2:print(i)

(7, 0.2)
(9, 0.2)
(20, 0.2)
(23, 0.2)
(25, 0.2)
(36, 0.2)
(40, 0.2)
(41, 0.2)
(60, 0.2)
(62, 0.2)
(64, 0.2)
(67, 0.2)
(75, 0.2)
(86, 0.2)
(87, 0.2)
(91, 0.2)
(93, 0.2)
(100, 0.2)
(101, 0.2)
(107, 0.2)
(110, 0.2)
(115, 0.2)
(127, 0.2)
(130, 0.2)
(134, 0.2)
(139, 0.2)
(140, 0.2)
(144, 0.2)
(155, 0.2)
(158, 0.2)
(161, 0.2)
(164, 0.2)
(167, 0.2)
(169, 0.2)
(200, 0.2)
(201, 0.2)
(209, 0.2)
(220, 0.2)
(226, 0.2)
(237, 0.2)
(246, 0.2)
(247, 0.2)
(249, 0.2)
(253, 0.2)
(255, 0.2)
(262, 0.2)
(265, 0.2)
(267, 0.2)
(276, 0.2)
(279, 0.2)
(290, 0.2)
(294, 0.2)
(296, 0.2)
(300, 0.2)
(306, 0.2)
(310, 0.2)
(312, 0.2)
(316, 0.2)
(334, 0.2)
(338, 0.2)
(346, 0.2)
(352, 0.2)
(354, 0.2)
(362, 0.2)
(368, 0.2)
(371, 0.2)
(376, 0.2)
(384, 0.2)
(393, 0.2)
(406, 0.2)
(412, 0.2)
(426, 0.2)
(436, 0.2)
(442, 0.2)
(445, 0.2)
(446, 0.2)
(449, 0.2)
(453, 0.2)
(458, 0.2)
(459, 0.2)
(465, 0.2)
(467, 0.2)
(478, 0.2)
(481, 0.2)
(484, 0.2)
(492, 0.2)
(497, 0.2)
(501, 0.2)
(502, 0.2)
(505, 0.2)
(506, 0.2)
(508, 0.2)
(510, 0.2)
(516, 0.2)
(517, 0.2)
(519, 0.2)
(521, 0.2)
(522, 0.2)
(527, 0.2)
(528, 0.2)
(540, 0.2)
(543, 0.2)
(545, 0.2)
(547, 0.2)
(554, 0.2)
(556, 0.2)
(563, 0.2)
(569, 0.2)
(570, 0.2)
(583, 0.2)
(585, 0.2)
(593, 0.2)
(603, 0.2)
(605, 0.2)
(611, 0.2)
(617, 0.2)
(651, 0.2)
(654, 0.2)
(663, 0.2)
(667, 0.2)
(684, 0.2)
(692, 0.2)
(695, 0.2)
(697, 0.2)
(698, 0.2)
(700, 0.2)
(710, 0.2)
(716, 0.2)
(722, 0.2)
(723, 0.2)
(726, 0.2)
(728, 0.2)
(731, 0.2)
(732, 0.2)
(733, 0.2)
(735, 0.2)
(738, 0.2)
(739, 0.2)
(751, 0.2)
(756, 0.2)
(766, 0.2)
(774, 0.2)
(785, 0.2)
(786, 0.2)
(796, 0.2)
(798, 0.2)
(799, 0.2)
(806, 0.2)
(813, 0.2)
(825, 0.2)
(829, 0.2)
(834, 0.2)
(836, 0.2)
(843, 0.2)
(856, 0.2)
(873, 0.2)
(880, 0.2)
(882, 0.2)
(884, 0.2)
(886, 0.2)
(899, 0.2)
(903, 0.2)
(909, 0.2)
(920, 0.2)
(927, 0.2)
(949, 0.2)
(952, 0.2)
(961, 0.2)
(965, 0.2)
(967, 0.2)
(971, 0.2)
(974, 0.2)
(976, 0.2)
(980, 0.2)
(984, 0.2)
(993, 0.2)
(1009, 0.2)
(1011, 0.2)
(1015, 0.2)
(1019, 0.2)
(1024, 0.2)
(1025, 0.2)
(1036, 0.2)
(1037, 0.2)
(1042, 0.2)
(1045, 0.2)
(1054, 0.2)
(1055, 0.2)
(1062, 0.2)
(1069, 0.2)
(1078, 0.2)
(1088, 0.2)
(1107, 0.2)
(1114, 0.2)
(1119, 0.2)
(1123, 0.2)
(1127, 0.2)
(1130, 0.2)
(1136, 0.2)
(1137, 0.2)
(1138, 0.2)
(1144, 0.2)
(1145, 0.2)
(1158, 0.2)
(1171, 0.2)
(1172, 0.2)
(1188, 0.2)
(1193, 0.2)
(1194, 0.2)
(1195, 0.2)
(1197, 0.2)
(1203, 0.2)
(1204, 0.2)
(1206, 0.2)
(1207, 0.2)
(1209, 0.2)
(1211, 0.2)
(1212, 0.2)
(1215, 0.2)
(1217, 0.2)
(1218, 0.2)
(1219, 0.2)
(1222, 0.2)
(1228, 0.2)
(1232, 0.2)
(1237, 0.2)
(1240, 0.2)
(1242, 0.2)
(1247, 0.2)
(1252, 0.2)
(1269, 0.2)
(1276, 0.2)
(1289, 0.2)
(1291, 0.2)
(1296, 0.2)
(1298, 0.2)
(1308, 0.2)
(1313, 0.2)
(1315, 0.2)
(1328, 0.2)
(1331, 0.2)
(1332, 0.2)
(1336, 0.2)
(1338, 0.2)
(1344, 0.2)
(1347, 0.2)
(1350, 0.2)
(1364, 0.2)
(1367, 0.2)
(1370, 0.2)
(1374, 0.2)
(1377, 0.2)
(1379, 0.2)
(1385, 0.2)
(1389, 0.2)
(1396, 0.2)
(1404, 0.2)
(1405, 0.2)
(1409, 0.2)
(1418, 0.2)
(1420, 0.2)
(1422, 0.2)
(1426, 0.2)
(1428, 0.2)
(1436, 0.2)
(1454, 0.2)
(1458, 0.2)
(1463, 0.2)
(1464, 0.2)
(1466, 0.2)
(1467, 0.2)
(1470, 0.2)
(1477, 0.2)
(1506, 0.2)
(1515, 0.2)
(1521, 0.2)
(1526, 0.2)
(1539, 0.2)
(1541, 0.2)
(1544, 0.2)
(1548, 0.2)
(1594, 0.2)
(1599, 0.2)
(1607, 0.2)
(1611, 0.2)
(1612, 0.2)
(1615, 0.2)
(1618, 0.2)
(1639, 0.2)
(1641, 0.2)
(1645, 0.2)
(1649, 0.2)
(1661, 0.2)
(1664, 0.2)
(1666, 0.2)
(1674, 0.2)
(1676, 0.2)
(1681, 0.2)
(1685, 0.2)
(1688, 0.2)
(1700, 0.2)
(1706, 0.2)
(1708, 0.2)
(1709, 0.2)
(1713, 0.2)
(1716, 0.2)
(1722, 0.2)
(1728, 0.2)
(1734, 0.2)
(1740, 0.2)
(1746, 0.2)
(1759, 0.2)
(1765, 0.2)
(1774, 0.2)
(1781, 0.2)
(1783, 0.2)
(1786, 0.2)
(1791, 0.2)
(1796, 0.2)
(1797, 0.2)
(1798, 0.2)
(1800, 0.2)
(1803, 0.2)
(1805, 0.2)
(1807, 0.2)
(1816, 0.2)
(1827, 0.2)
(1832, 0.2)
(1833, 0.2)
(1835, 0.2)
(1839, 0.2)
(1840, 0.2)
(1841, 0.2)
(1842, 0.2)
(1851, 0.2)
(1856, 0.2)
(1863, 0.2)
(1864, 0.2)
(1869, 0.2)
(1874, 0.2)
(1887, 0.2)
(1889, 0.2)
(1893, 0.2)
(1897, 0.2)
(1903, 0.2)
(1904, 0.2)
(1917, 0.2)
(1931, 0.2)
(1938, 0.2)
(1942, 0.2)
(1946, 0.2)
(1961, 0.2)
(1971, 0.2)
(1974, 0.2)
(1977, 0.2)
(1987, 0.2)
(1990, 0.2)
(1993, 0.2)
(1999, 0.2)
(2000, 0.2)
(2009, 0.2)
(2022, 0.2)
(2026, 0.2)
(2030, 0.2)
(2038, 0.2)
(2040, 0.2)
(2050, 0.2)
(2051, 0.2)
(2052, 0.2)
(2057, 0.2)
(2068, 0.2)
(2074, 0.2)
(2075, 0.2)
(2076, 0.2)
(2081, 0.2)
(2082, 0.2)
(2088, 0.2)
(2090, 0.2)
(2093, 0.2)
(2103, 0.2)
(2106, 0.2)
(2108, 0.2)
(2114, 0.2)
(2118, 0.2)
(2120, 0.2)
(2128, 0.2)
(2130, 0.2)
(2131, 0.2)
(2146, 0.2)
(2148, 0.2)
(2149, 0.2)
(2150, 0.2)
(2152, 0.2)
(2165, 0.2)
(2171, 0.2)
(2174, 0.2)
(2175, 0.2)
(2185, 0.2)
(2186, 0.2)
(2190, 0.2)
(2197, 0.2)
(2198, 0.2)
(2200, 0.2)
(2201, 0.2)
(2204, 0.2)
(2205, 0.2)
(2208, 0.2)
(2212, 0.2)
(2214, 0.2)
(2234, 0.2)
(2235, 0.2)
(2237, 0.2)
(2241, 0.2)
(2243, 0.2)
(2261, 0.2)
(2266, 0.2)
(2271, 0.2)
(2291, 0.2)
(2299, 0.2)
(2301, 0.2)
(2307, 0.2)
(2310, 0.2)
(2315, 0.2)
(2317, 0.2)
(2330, 0.2)
(2331, 0.2)
(2332, 0.2)
(2342, 0.2)
(2343, 0.2)
(2345, 0.2)
(2347, 0.2)
(2364, 0.2)
(2371, 0.2)
(2379, 0.2)
(2388, 0.2)
(2390, 0.2)
(2402, 0.2)
(2414, 0.2)
(2417, 0.2)
(2421, 0.2)
(2427, 0.2)
(2432, 0.2)
(2443, 0.2)
(2445, 0.2)
(2447, 0.2)
(2452, 0.2)
(2466, 0.2)
(2484, 0.2)
(2497, 0.2)
(2507, 0.2)
(2515, 0.2)
(2518, 0.2)
(2519, 0.2)
(2533, 0.2)
(2548, 0.2)
(2562, 0.2)
(2570, 0.2)
(2571, 0.2)
(2572, 0.2)
(2574, 0.2)
(2579, 0.2)
(2580, 0.2)
(2584, 0.2)
(2592, 0.2)
(2596, 0.2)
(2598, 0.2)
(2604, 0.2)
(2607, 0.2)
(2610, 0.2)
(2625, 0.2)
(2636, 0.2)
(2637, 0.2)
(2638, 0.2)
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In [286]:
# compute cosine similarity
A = vector_space_model.iloc[:,0]
B = vector_space_model.iloc[:,69]
cosine = np.dot(A,B)/(norm(A)*norm(B))
print("Cosine Similarity:", cosine)

Cosine Similarity: 0.14907119849998599
In [254]:
vector_info.iloc[0:1]
Out[254]:
imdb_id title plot_synopsis tags split synopsis_source
0 tt0057603 I tre volti della paura Note: this synopsis is for the orginal Italian... cult, horror, gothic, murder, atmospheric train imdb
In [307]:
vector[0]
Out[307]:
['cult', 'horror', 'gothic', 'murder', 'atmospheric']
In [289]:
vector_info.iloc[69:70]
Out[289]:
imdb_id title plot_synopsis tags split synopsis_source
69 tt0256009 El espinazo del diablo After his father dies in combat during the las... dark, suspenseful, murder, paranormal, hauntin... train imdb
In [308]:
vector[69]
Out[308]:
['dark',
 'suspenseful',
 'murder',
 'paranormal',
 'haunting',
 'flashback',
 'psychedelic',
 'revenge',
 'storytelling']
In [292]:
angle_between(vector_space_model.iloc[:,0], vector_space_model.iloc[:,69])
Out[292]:
1.4211674174353792
In [293]:
np.degrees(1.4211674174353792)
Out[293]:
81.42689500055411
In [287]:
# compute cosine similarity
A = vector_space_model.iloc[:,0]
B = vector_space_model.iloc[:,90]
cosine = np.dot(A,B)/(norm(A)*norm(B))
print("Cosine Similarity:", cosine)

Cosine Similarity: 0.12909944487358055
In [254]:
vector_info.iloc[0:1]
Out[254]:
imdb_id title plot_synopsis tags split synopsis_source
0 tt0057603 I tre volti della paura Note: this synopsis is for the orginal Italian... cult, horror, gothic, murder, atmospheric train imdb
In [305]:
vector[0]
Out[305]:
['cult', 'horror', 'gothic', 'murder', 'atmospheric']
In [290]:
vector_info.iloc[90:91]
Out[290]:
imdb_id title plot_synopsis tags split synopsis_source
90 tt2015381 Guardians of the Galaxy On planet Earth in 1988, young Peter Quill (Wy... fantasy, murder, violence, flashback, good ver... val imdb
In [306]:
vector[90]
Out[306]:
['fantasy',
 'murder',
 'violence',
 'flashback',
 'good versus evil',
 'psychedelic',
 'humor',
 'action',
 'comic',
 'revenge',
 'entertaining',
 'sci-fi']
In [294]:
angle_between(vector_space_model.iloc[:,0], vector_space_model.iloc[:,90])
Out[294]:
1.441335555791786
In [295]:
np.degrees(1.441335555791786)
Out[295]:
82.58244420901214
In [288]:
# compute cosine similarity
A = vector_space_model.iloc[:,0]
B = vector_space_model.iloc[:,96]
cosine = np.dot(A,B)/(norm(A)*norm(B))
print("Cosine Similarity:", cosine)

Cosine Similarity: 0.14907119849998599
In [254]:
vector_info.iloc[0:1]
Out[254]:
imdb_id title plot_synopsis tags split synopsis_source
0 tt0057603 I tre volti della paura Note: this synopsis is for the orginal Italian... cult, horror, gothic, murder, atmospheric train imdb
In [301]:
vector[0]
Out[301]:
['cult', 'horror', 'gothic', 'murder', 'atmospheric']
In [291]:
vector_info.iloc[96:97]
Out[291]:
imdb_id title plot_synopsis tags split synopsis_source
96 tt1637688 In Time A voiceover describes the state of the world. ... suspenseful, boring, murder, mystery, thought-... train imdb
In [302]:
vector[96]
Out[302]:
['suspenseful',
 'boring',
 'murder',
 'mystery',
 'thought-provoking',
 'violence',
 'flashback',
 'revenge',
 'sci-fi']
In [303]:
angle_between(vector_space_model.iloc[:,0], vector_space_model.iloc[:,96])
Out[303]:
1.4211674174353792
In [304]:
np.degrees(1.4211674174353792)
Out[304]:
81.42689500055411
In [320]:
# compute cosine similarity
A = vector_space_model.iloc[:,0]
B = vector_space_model.iloc[:,201]
cosine = np.dot(A,B)/(norm(A)*norm(B))
print("Cosine Similarity:", cosine)

Cosine Similarity: 0.24806946917841693
In [254]:
vector_info.iloc[0:1]
Out[254]:
imdb_id title plot_synopsis tags split synopsis_source
0 tt0057603 I tre volti della paura Note: this synopsis is for the orginal Italian... cult, horror, gothic, murder, atmospheric train imdb
In [346]:
vector[0]
Out[346]:
['cult', 'horror', 'gothic', 'murder', 'atmospheric']
In [348]:
vector_info.iloc[201:202]
Out[348]:
imdb_id title plot_synopsis tags split synopsis_source
201 tt0110005 Heavenly Creatures New Zealand, 1952. Fourteen-year-old Pauline R... fantasy, psychological, murder, boring, cult, ... train imdb
In [349]:
vector[201]
Out[349]:
['fantasy',
 'psychological',
 'murder',
 'boring',
 'cult',
 'violence',
 'revenge',
 'flashback',
 'insanity',
 'psychedelic',
 'melodrama',
 'romantic',
 'queer']
In [337]:
angle_between(vector_space_model.iloc[:,0], vector_space_model.iloc[:,201])
Out[337]:
1.3201094036718621
In [338]:
np.degrees(1.3201094036718621)
Out[338]:
75.6366973259296
In [333]:
# compute cosine similarity
A = vector_space_model.iloc[:,0]
B = vector_space_model.iloc[:,101]
cosine = np.dot(A,B)/(norm(A)*norm(B))
print("Cosine Similarity:", cosine)

Cosine Similarity: 0.22360679774997896
In [254]:
vector_info.iloc[0:1]
Out[254]:
imdb_id title plot_synopsis tags split synopsis_source
0 tt0057603 I tre volti della paura Note: this synopsis is for the orginal Italian... cult, horror, gothic, murder, atmospheric train imdb
In [350]:
vector[0]
Out[350]:
['cult', 'horror', 'gothic', 'murder', 'atmospheric']
In [351]:
vector_info.iloc[101:102]
Out[351]:
imdb_id title plot_synopsis tags split synopsis_source
101 tt1596350 This Means War CIA agents and best friends Franklin "FDR" Fos... entertaining, revenge, murder, violence train wikipedia
In [352]:
vector[101]
Out[352]:
['entertaining', 'revenge', 'murder', 'violence']
In [339]:
angle_between(vector_space_model.iloc[:,0], vector_space_model.iloc[:,101])
Out[339]:
1.3452829208967654
In [340]:
np.degrees(1.3452829208967654)
Out[340]:
77.07903361841643
In [709]:
# compute cosine similarity
A = vector_space_model.iloc[:,0]
B = vector_space_model.iloc[:,20]
cosine = np.dot(A,B)/(norm(A)*norm(B))
print("Cosine Similarity:", cosine)

Cosine Similarity: 0.18257418583505536
In [254]:
vector_info.iloc[0:1]
Out[254]:
imdb_id title plot_synopsis tags split synopsis_source
0 tt0057603 I tre volti della paura Note: this synopsis is for the orginal Italian... cult, horror, gothic, murder, atmospheric train imdb
In [353]:
vector[0]
Out[353]:
['cult', 'horror', 'gothic', 'murder', 'atmospheric']
In [354]:
vector_info.iloc[20:21]
Out[354]:
imdb_id title plot_synopsis tags split synopsis_source
20 tt0398712 Assault on Precinct 13 On New Years Eve, Detroit's oldest police stat... suspenseful, neo noir, murder, violence, actio... val imdb
In [355]:
vector[20]
Out[355]:
['suspenseful', 'neo noir', 'murder', 'violence', 'action', 'revenge']
In [344]:
angle_between(vector_space_model.iloc[:,0], vector_space_model.iloc[:,20])
Out[344]:
1.387192316515978
In [345]:
np.degrees(1.387192316515978)
Out[345]:
79.48026510934139
In [102]:
from matplotlib.lines import Line2D   


x = [0,0.3]
y = [0.2, 6]

x11 = [0,  0.8]
y11 = [0.2, 6]
  
# first plot with X and Y data
x4 = [0,0.3]
y4 = [0.2, 6]

x1 = [0, .8]
y1 = [0.2, 6]


x2 = [0, 0]
y2 = [0.2, 6]

y3 = [0.2, 0.2]
x3 = [0, 6]

plt.xlim(-0.1,6.3)
plt.ylim(0,6.3)

u = np.diff(x1)
v = np.diff(y1)
pos_x = x1[:-1] + u
pos_y = y1[:-1] + v
norm = np.sqrt(u**2+v**2) 
plt.quiver(pos_x, pos_y, u/norm, v/norm, angles="xy", zorder=5, pivot="mid", color='#8B008B')

u2 = np.diff(x2)
v2 = np.diff(y2)
pos_x2 = x2[:-1] + u2
pos_y2 = y2[:-1] + v2
norm = np.sqrt(u2**2+v2**2) 
plt.quiver(pos_x2, pos_y2, u2/norm, v2/norm, angles="xy", zorder=5,  pivot="mid", color='#EE99E3')

u4 = np.diff(x4)
v4 = np.diff(y4)
pos_x4 = x4[:-1] + u4
pos_y4 = y4[:-1] + v4
norm = np.sqrt(u4**2+v4**2) 
plt.quiver(pos_x4, pos_y4, u4/norm, v4/norm, angles="xy", zorder=5,pivot="mid", color='#C786BF')

u3 = np.diff(x3)
v3 = np.diff(y3)
pos_x3 = x3[:-1] + u3
pos_y3 = y3[:-1] + v3
norm = np.sqrt(u3**2+v3**2) 
plt.quiver(pos_x3, pos_y3, u3/norm, v3/norm, angles="xy", zorder=5,  pivot="mid", color='#42113C')
  
# second plot with x1 and y1 data
plt.plot(x2, y2,  linewidth=5, color ='#EE99E3', label="'The Inbetweeners' has 0% similarity\n and 90° angle difference\n")
plt.plot(x, y,  linewidth=5, color='#C786BF', label="'El espinazo del diablo' has 14.90%\n similarity and 81° angle difference\n")
plt.plot(x11, y11,  linewidth=5, color ='#8B008B', label="'This Means War' has 22.63% \nsimilarity and 77° angle difference\n")
plt.plot(x3, y3,  linewidth=5, color='#42113C', label="The 'I tre volti della paura' Movie ")

a1, b1 = (1/4), 1.0
a2, b2 = (3/4), 0.0
x0 = (b2-b1)/(a1-a2)
y0 = a1*x0 + b1
theta = np.linspace(0.1, .46*np.pi, 100)
r = 2
x1 = r * np.cos(theta) + 0
x2 = r * np.sin(theta) + 0
x0 = (b2-b1)/(a1-a2)
y0 = a1*x0 + b1
plt.plot(x1, x2, color='#8B008B',linewidth=3, linestyle='dotted')

# Naming the points.
plt.text(.5,.7, '77°', color='#8B008B',fontsize=30)

plt.title('Cosine Similarity of Three Movies to the\n \'I tre volti della paura\' Movie ',color='#8B008B',fontsize=14)     
plt.xlabel("X-axis",fontsize=14)     
plt.ylabel("Y-axis", fontsize=14)
plt.rcParams['axes.facecolor'] = '#F9F0F8'
plt.rcParams["axes.edgecolor"] = "black"
plt.rc('grid', linestyle="--", color='black',alpha=0.2)
plt.grid(True)
plt.rcParams['axes.linewidth'] = 3
plt.tick_params(axis='both',bottom=True, top=True, left=True,
                right=True, direction='in', which='major')

# Modify legend
plt.legend(frameon=True,                                   # legend border
           framealpha=1,                                   # transparency of border
           ncol=1,                                         # num columns
           facecolor= 'white',                             # change color of legend
           shadow=True,                                    # shadow on
           borderpad=1,                                    # thickness of border
           loc="upper right",
           title='Cosine Similarities')                    # title



plt.gcf().set_size_inches((8.4,7.3))
plt.savefig('cos_sim1',bbox_inches='tight',facecolor='white', transparent=False)
plt.show()
In [61]:
b2
Out[61]:
0.0
In [737]:
recommend
Out[737]:
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In [710]:
# compute cosine similarity
A = vector_space_model.iloc[:,0]
B = vector_space_model.iloc[:,10]
cosine = np.dot(A,B)/(norm(A)*norm(B))
print("Cosine Similarity:", cosine)

Cosine Similarity: 0.31622776601683794
In [254]:
vector_info.iloc[0:1]
Out[254]:
imdb_id title plot_synopsis tags split synopsis_source
0 tt0057603 I tre volti della paura Note: this synopsis is for the orginal Italian... cult, horror, gothic, murder, atmospheric train imdb
In [353]:
vector[0]
Out[353]:
['cult', 'horror', 'gothic', 'murder', 'atmospheric']
In [711]:
vector_info.iloc[10:11]
Out[711]:
imdb_id title plot_synopsis tags split synopsis_source
10 tt0089606 Mitt liv som hund The action takes place in the years 1958-1959 ... cult, prank train wikipedia
In [712]:
vector[10]
Out[712]:
['cult', 'prank']
In [713]:
angle_between(vector_space_model.iloc[:,0], vector_space_model.iloc[:,10])
Out[713]:
1.2490457723982544
In [714]:
np.degrees(1.2490457723982544)
Out[714]:
71.56505117707799
In [715]:
# compute cosine similarity
A = vector_space_model.iloc[:,0]
B = vector_space_model.iloc[:,12]
cosine = np.dot(A,B)/(norm(A)*norm(B))
print("Cosine Similarity:", cosine)

Cosine Similarity: 0.2581988897471611
In [254]:
vector_info.iloc[0:1]
Out[254]:
imdb_id title plot_synopsis tags split synopsis_source
0 tt0057603 I tre volti della paura Note: this synopsis is for the orginal Italian... cult, horror, gothic, murder, atmospheric train imdb
In [716]:
vector[0]
Out[716]:
['cult', 'horror', 'gothic', 'murder', 'atmospheric']
In [717]:
vector_info.iloc[12:13]
Out[717]:
imdb_id title plot_synopsis tags split synopsis_source
12 tt0795493 Cassandra's Dream Brothers Terry (Colin Farrell) and Ian (Ewan M... tragedy, dramatic, murder train wikipedia
In [719]:
vector[12]
Out[719]:
['tragedy', 'dramatic', 'murder']
In [720]:
angle_between(vector_space_model.iloc[:,0], vector_space_model.iloc[:,12])
Out[720]:
1.3096389158918722
In [721]:
np.degrees(1.3096389158918722)
Out[721]:
75.03678256669288
In [723]:
# compute cosine similarity
A = vector_space_model.iloc[:,0]
B = vector_space_model.iloc[:,61]
cosine = np.dot(A,B)/(norm(A)*norm(B))
print("Cosine Similarity:", cosine)

Cosine Similarity: 0.26967994498529685
In [254]:
vector_info.iloc[0:1]
Out[254]:
imdb_id title plot_synopsis tags split synopsis_source
0 tt0057603 I tre volti della paura Note: this synopsis is for the orginal Italian... cult, horror, gothic, murder, atmospheric train imdb
In [724]:
vector[0]
Out[724]:
['cult', 'horror', 'gothic', 'murder', 'atmospheric']
In [726]:
vector_info.iloc[61:62]
Out[726]:
imdb_id title plot_synopsis tags split synopsis_source
61 tt0112864 Die Hard with a Vengeance In New York City, the Bonwit Teller department... comedy, suspenseful, mystery, murder, cult, vi... test wikipedia
In [725]:
vector[61]
Out[725]:
['comedy',
 'suspenseful',
 'mystery',
 'murder',
 'cult',
 'violence',
 'flashback',
 'insanity',
 'humor',
 'action',
 'revenge']
In [729]:
angle_between(vector_space_model.iloc[:,0], vector_space_model.iloc[:,61])
Out[729]:
1.29773568009651
In [730]:
np.degrees(1.29773568009651)
Out[730]:
74.35477739306958
In [731]:
# compute cosine similarity
A = vector_space_model.iloc[:,0]
B = vector_space_model.iloc[:,4]
cosine = np.dot(A,B)/(norm(A)*norm(B))
print("Cosine Similarity:", cosine)

Cosine Similarity: 0.42426406871192845
In [254]:
vector_info.iloc[0:1]
Out[254]:
imdb_id title plot_synopsis tags split synopsis_source
0 tt0057603 I tre volti della paura Note: this synopsis is for the orginal Italian... cult, horror, gothic, murder, atmospheric train imdb
In [740]:
vector[0]
Out[740]:
['cult', 'horror', 'gothic', 'murder', 'atmospheric']
In [746]:
vector_info.iloc[4:5]
Out[746]:
imdb_id title plot_synopsis tags split synopsis_source
4 tt0086250 Scarface In May 1980, a Cuban man named Tony Montana (A... cruelty, murder, dramatic, cult, violence, atm... val imdb
In [747]:
vector[4]
Out[747]:
['cruelty',
 'murder',
 'dramatic',
 'cult',
 'violence',
 'atmospheric',
 'action',
 'romantic',
 'revenge',
 'sadist']
In [759]:
angle_between(vector_space_model.iloc[:,0], vector_space_model.iloc[:,4])
Out[759]:
1.1326472962107264
In [760]:
np.degrees(1.1326472962107264)
Out[760]:
64.89590974977862
In [732]:
# compute cosine similarity
A = vector_space_model.iloc[:,0]
B = vector_space_model.iloc[:,6]
cosine = np.dot(A,B)/(norm(A)*norm(B))
print("Cosine Similarity:", cosine)

Cosine Similarity: 0.3651483716701107
In [254]:
vector_info.iloc[0:1]
Out[254]:
imdb_id title plot_synopsis tags split synopsis_source
0 tt0057603 I tre volti della paura Note: this synopsis is for the orginal Italian... cult, horror, gothic, murder, atmospheric train imdb
In [741]:
vector[0]
Out[741]:
['cult', 'horror', 'gothic', 'murder', 'atmospheric']
In [748]:
vector_info.iloc[6:7]
Out[748]:
imdb_id title plot_synopsis tags split synopsis_source
6 tt0249380 Baise-moi Baise-moi tells the story of Nadine and Manu w... gothic, cruelty, violence, cult, revenge, sadist train wikipedia
In [749]:
vector[6]
Out[749]:
['gothic', 'cruelty', 'violence', 'cult', 'revenge', 'sadist']
In [761]:
angle_between(vector_space_model.iloc[:,0], vector_space_model.iloc[:,6])
Out[761]:
1.1970041519603862
In [762]:
np.degrees(1.1970041519603862)
Out[762]:
68.58328596696637
In [733]:
# compute cosine similarity
A = vector_space_model.iloc[:,0]
B = vector_space_model.iloc[:,13]
cosine = np.dot(A,B)/(norm(A)*norm(B))
print("Cosine Similarity:", cosine)

Cosine Similarity: 0.4472135954999579
In [254]:
vector_info.iloc[0:1]
Out[254]:
imdb_id title plot_synopsis tags split synopsis_source
0 tt0057603 I tre volti della paura Note: this synopsis is for the orginal Italian... cult, horror, gothic, murder, atmospheric train imdb
In [742]:
vector[0]
Out[742]:
['cult', 'horror', 'gothic', 'murder', 'atmospheric']
In [750]:
vector_info.iloc[13:14]
Out[750]:
imdb_id title plot_synopsis tags split synopsis_source
13 tt0093389 The Last Emperor Arrival.\nA train pulls into a station in Nort... murder train imdb
In [751]:
vector[13]
Out[751]:
['murder']
In [763]:
angle_between(vector_space_model.iloc[:,0], vector_space_model.iloc[:,13])
Out[763]:
1.1071487177940904
In [764]:
np.degrees(1.1071487177940904)
Out[764]:
63.43494882292201
In [734]:
# compute cosine similarity
A = vector_space_model.iloc[:,0]
B = vector_space_model.iloc[:,17]
cosine = np.dot(A,B)/(norm(A)*norm(B))
print("Cosine Similarity:", cosine)

Cosine Similarity: 0.4743416490252569
In [254]:
vector_info.iloc[0:1]
Out[254]:
imdb_id title plot_synopsis tags split synopsis_source
0 tt0057603 I tre volti della paura Note: this synopsis is for the orginal Italian... cult, horror, gothic, murder, atmospheric train imdb
In [743]:
vector[0]
Out[743]:
['cult', 'horror', 'gothic', 'murder', 'atmospheric']
In [752]:
vector_info.iloc[17:18]
Out[752]:
imdb_id title plot_synopsis tags split synopsis_source
17 tt0402399 The New World Over a shot of trees reflected in water, a gir... boring, murder, cult, violence, atmospheric, h... train imdb
In [753]:
vector[17]
Out[753]:
['boring',
 'murder',
 'cult',
 'violence',
 'atmospheric',
 'haunting',
 'romantic',
 'sentimental']
In [765]:
angle_between(vector_space_model.iloc[:,0], vector_space_model.iloc[:,17])
Out[765]:
1.07658028233182
In [766]:
np.degrees(1.07658028233182)
Out[766]:
61.683506484615876
In [735]:
# compute cosine similarity
A = vector_space_model.iloc[:,0]
B = vector_space_model.iloc[:,35]
cosine = np.dot(A,B)/(norm(A)*norm(B))
print("Cosine Similarity:", cosine)

Cosine Similarity: 0.5163977794943222
In [254]:
vector_info.iloc[0:1]
Out[254]:
imdb_id title plot_synopsis tags split synopsis_source
0 tt0057603 I tre volti della paura Note: this synopsis is for the orginal Italian... cult, horror, gothic, murder, atmospheric train imdb
In [744]:
vector[0]
Out[744]:
['cult', 'horror', 'gothic', 'murder', 'atmospheric']
In [754]:
vector_info.iloc[35:36]
Out[754]:
imdb_id title plot_synopsis tags split synopsis_source
35 tt0350774 Dead & Breakfast Six friends, Christian, David, Kate, Johnny, S... cult, murder, flashback test wikipedia
In [756]:
vector[35]
Out[756]:
['cult', 'murder', 'flashback']
In [767]:
angle_between(vector_space_model.iloc[:,0], vector_space_model.iloc[:,35])
Out[767]:
1.028157224545244
In [768]:
np.degrees(1.028157224545244)
Out[768]:
58.90906964232697
In [739]:
# compute cosine similarity
A = vector_space_model.iloc[:,0]
B = vector_space_model.iloc[:,818]
cosine = np.dot(A,B)/(norm(A)*norm(B))
print("Cosine Similarity:", cosine)

Cosine Similarity: 0.46188021535170054
In [254]:
vector_info.iloc[0:1]
Out[254]:
imdb_id title plot_synopsis tags split synopsis_source
0 tt0057603 I tre volti della paura Note: this synopsis is for the orginal Italian... cult, horror, gothic, murder, atmospheric train imdb
In [745]:
vector[0]
Out[745]:
['cult', 'horror', 'gothic', 'murder', 'atmospheric']
In [757]:
vector_info.iloc[818:819]
Out[757]:
imdb_id title plot_synopsis tags split synopsis_source
818 tt0083658 Blade Runner In 2019, humans have genetically engineered Re... dark, boring, neo noir, gothic, murder, fantas... train imdb
In [758]:
vector[818]
Out[758]:
['dark',
 'boring',
 'neo noir',
 'gothic',
 'murder',
 'fantasy',
 'mystery',
 'dramatic',
 'cult',
 'atmospheric',
 'action',
 'philosophical',
 'romantic',
 'blaxploitation',
 'sci-fi']
In [769]:
angle_between(vector_space_model.iloc[:,0], vector_space_model.iloc[:,818])
Out[769]:
1.090682410915498
In [770]:
np.degrees(1.090682410915498)
Out[770]:
62.49149893461143
In [119]:
x = [0,2]
y = [0.2, 6]

x11 = [0, 2.2]
y11 = [0.2, 6]
  
# first plot with X and Y data
x4 = [0,2]
y4 = [0.2, 6]

x1 = [0, 2.2]
y1 = [0.2, 6]


x2 = [0, 1.6]
y2 = [0.2, 6]

y3 = [0.2, 0.2]
x3 = [0, 6]

plt.xlim(-0.1,6.3)
plt.ylim(0,6.3)

u = np.diff(x1)
v = np.diff(y1)
pos_x = x1[:-1] + u
pos_y = y1[:-1] + v
norm = np.sqrt(u**2+v**2) 
plt.quiver(pos_x, pos_y, u/norm, v/norm, angles="xy", zorder=5, pivot="mid", color='#95075D')

u2 = np.diff(x2)
v2 = np.diff(y2)
pos_x2 = x2[:-1] + u2
pos_y2 = y2[:-1] + v2
norm = np.sqrt(u2**2+v2**2) 
plt.quiver(pos_x2, pos_y2, u2/norm, v2/norm, angles="xy", zorder=5,  pivot="mid", color='#FF0099')

u4 = np.diff(x4)
v4 = np.diff(y4)
pos_x4 = x4[:-1] + u4
pos_y4 = y4[:-1] + v4
norm = np.sqrt(u4**2+v4**2) 
plt.quiver(pos_x4, pos_y4, u4/norm, v4/norm, angles="xy", zorder=5,pivot="mid", color='#DB5AA8')

u3 = np.diff(x3)
v3 = np.diff(y3)
pos_x3 = x3[:-1] + u3
pos_y3 = y3[:-1] + v3
norm = np.sqrt(u3**2+v3**2) 
plt.quiver(pos_x3, pos_y3, u3/norm, v3/norm, angles="xy", zorder=5,  pivot="mid", color='#42113C')
  
# second plot with x1 and y1 data
plt.plot(x2, y2,  linewidth=5, color ='#FF0099', label="'Mitt liv som hund' has 31.62% similarity\n and 71° angle difference\n")
plt.plot(x, y,  linewidth=5, color='#DB5AA8', label="'The Last Emperor' has 44.72%\n similarity and 63° angle difference\n")
plt.plot(x11, y11,  linewidth=5, color ='#95075D', label="'Dead & Breakfast' has 51.63% \nsimilarity and 60° angle difference\n")
plt.plot(x3, y3,  linewidth=5, color='#42113C', label="The 'I tre volti della paura' Movie ")

a1, b1 = (1/4), 1.0
a2, b2 = (3/4), 0.0
x0 = (b2-b1)/(a1-a2)
y0 = a1*x0 + b1
theta = np.linspace(0.1, .41*np.pi, 100)
r = 2
x1 = r * np.cos(theta) + 0
x2 = r * np.sin(theta) + 0
x0 = (b2-b1)/(a1-a2)
y0 = a1*x0 + b1
plt.plot(x1, x2, color='#95075D',linewidth=3, linestyle='dotted')

# Naming the points.
plt.text(.7,.7, '60°', color='#95075D',fontsize=30)


plt.title('Cosine Similarity of Three Movies to the\n \'I tre volti della paura\' Movie ',color='#95075D',fontsize=14)     
plt.xlabel("X-axis",fontsize=14)     
plt.ylabel("Y-axis", fontsize=14)
plt.rcParams['axes.facecolor'] = '#FFF0F5'
plt.rcParams["axes.edgecolor"] = "black"
plt.rc('grid', linestyle="--", color='black',alpha=0.2)
plt.grid(True)
plt.rcParams['axes.linewidth'] = 3
plt.tick_params(axis='both',bottom=True, top=True, left=True,
                right=True, direction='in', which='major')

# Modify legend
plt.legend(frameon=True,                                   # legend border
           framealpha=1,                                   # transparency of border
           ncol=1,                                         # num columns
           facecolor= 'white',                             # change color of legend
           shadow=True,                                    # shadow on
           borderpad=1,                                    # thickness of border
           loc="upper right",
           title='Cosine Similarities')                      # title
plt.gcf().set_size_inches((8.4,7.3))
plt.savefig('cos_sim2',bbox_inches='tight',facecolor='white', transparent=False)
plt.show()
In [815]:
recommend
Out[815]:
[(0, 1.0),
 (17, 0.5),
 (35, 0.5),
 (50, 0.6),
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 (5525, 0.6),
 (5532, 0.6),
 (5539, 0.6),
 (5558, 0.6),
 (5569, 0.5),
 (5582, 0.5),
 (5586, 0.5),
 (5609, 0.7),
 (5642, 0.6),
 (5660, 0.5),
 (5678, 0.6),
 (5682, 0.5),
 (5689, 0.7),
 (5694, 0.5),
 (5714, 0.5),
 (5723, 0.5),
 (5734, 0.5),
 (5749, 0.5),
 (5755, 0.8),
 (5767, 0.5),
 (5780, 0.5),
 (5793, 0.5),
 (5810, 0.5),
 (5827, 0.5),
 (5830, 0.5),
 (5847, 0.5),
 (5855, 0.5),
 (5857, 0.5),
 (5874, 0.6),
 (5879, 0.7),
 (5910, 0.6),
 (6035, 0.5),
 (6043, 0.6),
 (6125, 0.6),
 (6141, 0.6),
 (6187, 0.6),
 (6313, 0.6),
 (6329, 0.5),
 (6468, 0.5),
 (6478, 0.5),
 (6491, 0.5),
 (6499, 0.5),
 (6539, 0.5),
 (6602, 0.5),
 (6605, 0.6),
 (6660, 0.6),
 (6730, 0.5),
 (6803, 0.7),
 (6823, 0.5),
 (6856, 0.6),
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 (6951, 0.5),
 (6978, 0.6),
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 (7062, 0.5),
 (7071, 0.5),
 (7114, 0.6),
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 (7430, 0.5),
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 (7571, 0.5),
 (7594, 0.6),
 (7669, 0.6),
 (7688, 0.5),
 (7776, 0.6),
 (7795, 0.6),
 (7863, 0.5),
 (7868, 0.6),
 (7943, 0.5),
 (7952, 0.6),
 (7954, 0.5),
 (8007, 0.5),
 (8133, 0.6),
 (8137, 0.6),
 (8187, 0.5),
 (8252, 0.5),
 (8267, 0.6),
 (8278, 0.5),
 (8311, 0.6),
 (8356, 0.6),
 (8358, 0.5),
 (8371, 0.5),
 (8400, 0.6),
 (8473, 0.6),
 (8494, 0.6),
 (8519, 0.6),
 (8560, 0.6),
 (8598, 0.5),
 (8692, 0.5),
 (8905, 0.6),
 (8942, 0.5),
 (8965, 0.5),
 (8986, 0.6),
 (9020, 0.5),
 (9065, 0.5),
 (9095, 0.5),
 (9096, 0.5),
 (9102, 0.5),
 (9104, 0.5),
 (9125, 0.5),
 (9190, 0.5),
 (9195, 0.5),
 (9222, 0.6),
 (9226, 0.5),
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 (9263, 0.5),
 (9310, 0.5),
 (9320, 0.5),
 (9390, 0.5),
 (9401, 0.5),
 (9408, 0.5),
 (9441, 0.6),
 (9535, 0.6),
 (9556, 0.5),
 (9564, 0.5),
 (9615, 0.5),
 (9666, 0.5),
 (9671, 0.5),
 (9675, 0.6),
 (9684, 0.5),
 (9780, 0.5),
 (9817, 0.6),
 (9825, 0.6),
 (9871, 0.6),
 (9886, 0.5),
 (9910, 0.5),
 (10036, 0.5),
 (10088, 0.5),
 (10213, 0.6),
 (10347, 0.5),
 (10360, 0.5),
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 (10541, 0.6),
 (10671, 0.5),
 (10715, 0.5),
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 (10910, 0.6),
 (10943, 0.5),
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 (11140, 0.6),
 (11155, 0.6),
 (11307, 0.5),
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 (11365, 0.5),
 (11447, 0.5),
 (11546, 0.5),
 (11576, 0.5),
 (11624, 0.5),
 (11628, 0.5),
 (11691, 0.6),
 (11772, 0.5),
 (11787, 0.6),
 (11790, 0.6),
 (11902, 0.5),
 (11905, 0.6),
 (11912, 0.5),
 (11960, 0.6),
 (11996, 0.5),
 (12076, 0.5),
 (12079, 0.5),
 (12134, 0.5),
 (12208, 0.5),
 (12253, 0.5),
 (12270, 0.5),
 (12285, 0.5),
 (12303, 0.7),
 (12372, 0.6),
 (12375, 0.6),
 (12404, 0.6),
 (12478, 0.6),
 (12518, 0.6),
 (12524, 0.5),
 (12569, 0.5),
 (12733, 0.5),
 (12743, 0.5),
 (12785, 0.5),
 (12795, 0.5),
 (12879, 0.7),
 (12911, 0.5),
 (12914, 0.5),
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 (13011, 0.6),
 (13016, 0.5),
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 (13104, 0.5),
 (13256, 0.6),
 (13274, 0.5),
 (13282, 0.8),
 (13372, 0.5),
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 (13512, 0.6),
 (13552, 0.7),
 (13582, 0.5),
 (13584, 0.6),
 (13594, 0.6),
 (13609, 0.6),
 (13610, 0.5),
 (13641, 0.5),
 (13644, 0.7),
 (13684, 0.5),
 (13698, 0.5),
 (13714, 0.5),
 (13894, 0.5),
 (14104, 0.6),
 (14247, 0.5),
 (14318, 0.6),
 (14361, 0.6),
 (14367, 0.5),
 (14373, 0.6),
 (14566, 0.6),
 (14590, 0.6),
 (14602, 0.6),
 (14641, 0.6),
 (14746, 0.6),
 (14783, 0.5)]
In [806]:
# compute cosine similarity
A = vector_space_model.iloc[:,0]
B = vector_space_model.iloc[:,50]
cosine = np.dot(A,B)/(norm(A)*norm(B))
print("Cosine Similarity:", cosine)

Cosine Similarity: 0.6201736729460423
In [254]:
vector_info.iloc[0:1]
Out[254]:
imdb_id title plot_synopsis tags split synopsis_source
0 tt0057603 I tre volti della paura Note: this synopsis is for the orginal Italian... cult, horror, gothic, murder, atmospheric train imdb
In [823]:
vector[0]
Out[823]:
['cult', 'horror', 'gothic', 'murder', 'atmospheric']
In [832]:
vector_info.iloc[50:51]
Out[832]:
imdb_id title plot_synopsis tags split synopsis_source
50 tt0078748 Alien Scenes in red appear only in the 2003 Director... dark, boring, gothic, murder, mystery, cult, v... test imdb
In [833]:
vector[50]
Out[833]:
['dark',
 'boring',
 'gothic',
 'murder',
 'mystery',
 'cult',
 'violence',
 'horror',
 'atmospheric',
 'action',
 'claustrophobic',
 'suspenseful',
 'sci-fi']
In [860]:
angle_between(vector_space_model.iloc[:,0], vector_space_model.iloc[:,50])
Out[860]:
0.9018322525264895
In [861]:
np.degrees(0.9018322525264895)
Out[861]:
51.67118189854412
In [807]:
# compute cosine similarity
A = vector_space_model.iloc[:,0]
B = vector_space_model.iloc[:,84]
cosine = np.dot(A,B)/(norm(A)*norm(B))
print("Cosine Similarity:", cosine)

Cosine Similarity: 0.5999999999999999
In [254]:
vector_info.iloc[0:1]
Out[254]:
imdb_id title plot_synopsis tags split synopsis_source
0 tt0057603 I tre volti della paura Note: this synopsis is for the orginal Italian... cult, horror, gothic, murder, atmospheric train imdb
In [824]:
vector[0]
Out[824]:
['cult', 'horror', 'gothic', 'murder', 'atmospheric']
In [834]:
vector_info.iloc[84:85]
Out[834]:
imdb_id title plot_synopsis tags split synopsis_source
84 tt0034398 The Wolf Man The 1941 version of the Wolf Man opens with th... good versus evil, cult, gothic, murder, haunting test imdb
In [835]:
vector[84]
Out[835]:
['good versus evil', 'cult', 'gothic', 'murder', 'haunting']
In [862]:
angle_between(vector_space_model.iloc[:,0], vector_space_model.iloc[:,84])
Out[862]:
0.9272952180016123
In [863]:
np.degrees(0.9272952180016123)
Out[863]:
53.13010235415599
In [808]:
# compute cosine similarity
A = vector_space_model.iloc[:,0]
B = vector_space_model.iloc[:,344]
cosine = np.dot(A,B)/(norm(A)*norm(B))
print("Cosine Similarity:", cosine)

Cosine Similarity: 0.6324555320336759
In [254]:
vector_info.iloc[0:1]
Out[254]:
imdb_id title plot_synopsis tags split synopsis_source
0 tt0057603 I tre volti della paura Note: this synopsis is for the orginal Italian... cult, horror, gothic, murder, atmospheric train imdb
In [825]:
vector[0]
Out[825]:
['cult', 'horror', 'gothic', 'murder', 'atmospheric']
In [836]:
vector_info.iloc[344:345]
Out[836]:
imdb_id title plot_synopsis tags split synopsis_source
344 tt0067690 Les lèvres rouges Hungarian Countess Elizabeth Bathory didn't di... gothic, murder, violence, cult, atmospheric, h... val imdb
In [837]:
vector[344]
Out[837]:
['gothic',
 'murder',
 'violence',
 'cult',
 'atmospheric',
 'haunting',
 'psychedelic',
 'revenge']
In [864]:
angle_between(vector_space_model.iloc[:,0], vector_space_model.iloc[:,344])
Out[864]:
0.8860771237926138
In [865]:
np.degrees(0.8860771237926138)
Out[865]:
50.76847951640775
In [809]:
# compute cosine similarity
A = vector_space_model.iloc[:,0]
B = vector_space_model.iloc[:,380]
cosine = np.dot(A,B)/(norm(A)*norm(B))
print("Cosine Similarity:", cosine)

Cosine Similarity: 0.6708203932499369
In [254]:
vector_info.iloc[0:1]
Out[254]:
imdb_id title plot_synopsis tags split synopsis_source
0 tt0057603 I tre volti della paura Note: this synopsis is for the orginal Italian... cult, horror, gothic, murder, atmospheric train imdb
In [826]:
vector[0]
Out[826]:
['cult', 'horror', 'gothic', 'murder', 'atmospheric']
In [838]:
vector_info.iloc[380:381]
Out[838]:
imdb_id title plot_synopsis tags split synopsis_source
380 tt0079714 Phantasm In the opening scene, an attractive blond woma... good versus evil, cult, horror, murder test imdb
In [839]:
vector[380]
Out[839]:
['good versus evil', 'cult', 'horror', 'murder']
In [866]:
angle_between(vector_space_model.iloc[:,0], vector_space_model.iloc[:,380])
Out[866]:
0.8354818739782282
In [867]:
np.degrees(0.8354818739782282)
Out[867]:
47.86958523863339
In [810]:
# compute cosine similarity
A = vector_space_model.iloc[:,0]
B = vector_space_model.iloc[:,418]
cosine = np.dot(A,B)/(norm(A)*norm(B))
print("Cosine Similarity:", cosine)

Cosine Similarity: 0.7071067811865475
In [254]:
vector_info.iloc[0:1]
Out[254]:
imdb_id title plot_synopsis tags split synopsis_source
0 tt0057603 I tre volti della paura Note: this synopsis is for the orginal Italian... cult, horror, gothic, murder, atmospheric train imdb
In [827]:
vector[0]
Out[827]:
['cult', 'horror', 'gothic', 'murder', 'atmospheric']
In [840]:
vector_info.iloc[418:419]
Out[840]:
imdb_id title plot_synopsis tags split synopsis_source
418 tt1188729 Pandorum The film begins in space with title cards appe... gothic, murder, cult, violence, horror, atmosp... train imdb
In [841]:
vector[418]
Out[841]:
['gothic',
 'murder',
 'cult',
 'violence',
 'horror',
 'atmospheric',
 'flashback',
 'insanity',
 'action',
 'suspenseful']
In [868]:
angle_between(vector_space_model.iloc[:,0], vector_space_model.iloc[:,418])
Out[868]:
0.7853981633974484
In [869]:
np.degrees(0.7853981633974484)
Out[869]:
45.00000000000001
In [811]:
# compute cosine similarity
A = vector_space_model.iloc[:,0]
B = vector_space_model.iloc[:,690]
cosine = np.dot(A,B)/(norm(A)*norm(B))
print("Cosine Similarity:", cosine)

Cosine Similarity: 0.6761234037828131
In [254]:
vector_info.iloc[0:1]
Out[254]:
imdb_id title plot_synopsis tags split synopsis_source
0 tt0057603 I tre volti della paura Note: this synopsis is for the orginal Italian... cult, horror, gothic, murder, atmospheric train imdb
In [828]:
vector[0]
Out[828]:
['cult', 'horror', 'gothic', 'murder', 'atmospheric']
In [842]:
vector_info.iloc[690:691]
Out[842]:
imdb_id title plot_synopsis tags split synopsis_source
690 tt0144120 Bride of Chucky Tiffany (Jennifer Tilly), a former lover and a... comedy, dark, gothic, murder, cult, violence, ... train imdb
In [843]:
vector[690]
Out[843]:
['comedy', 'dark', 'gothic', 'murder', 'cult', 'violence', 'horror']
In [870]:
angle_between(vector_space_model.iloc[:,0], vector_space_model.iloc[:,690])
Out[870]:
0.8283079586503962
In [871]:
np.degrees(0.8283079586503962)
Out[871]:
47.45855016776441
In [848]:
# compute cosine similarity
A = vector_space_model.iloc[:,0]
B = vector_space_model.iloc[:,2904]
cosine = np.dot(A,B)/(norm(A)*norm(B))
print("Cosine Similarity:", cosine)

Cosine Similarity: 0.7745966692414834
In [254]:
vector_info.iloc[0:1]
Out[254]:
imdb_id title plot_synopsis tags split synopsis_source
0 tt0057603 I tre volti della paura Note: this synopsis is for the orginal Italian... cult, horror, gothic, murder, atmospheric train imdb
In [829]:
vector[0]
Out[829]:
['cult', 'horror', 'gothic', 'murder', 'atmospheric']
In [844]:
vector_info.iloc[2904:2905]
Out[844]:
imdb_id title plot_synopsis tags split synopsis_source
2904 tt0076590 Rabid Rose (Marilyn Chambers) and her boyfriend Hart... cult, horror, murder train imdb
In [845]:
vector[2904]
Out[845]:
['cult', 'horror', 'murder']
In [872]:
angle_between(vector_space_model.iloc[:,0], vector_space_model.iloc[:,2904])
Out[872]:
0.6847192030022828
In [873]:
np.degrees(0.6847192030022828)
Out[873]:
39.231520483592256
In [822]:
# compute cosine similarity
A = vector_space_model.iloc[:,0]
B = vector_space_model.iloc[:,4370]
cosine = np.dot(A,B)/(norm(A)*norm(B))
print("Cosine Similarity:", cosine)

Cosine Similarity: 0.7745966692414834
In [254]:
vector_info.iloc[0:1]
Out[254]:
imdb_id title plot_synopsis tags split synopsis_source
0 tt0057603 I tre volti della paura Note: this synopsis is for the orginal Italian... cult, horror, gothic, murder, atmospheric train imdb
In [830]:
vector[0]
Out[830]:
['cult', 'horror', 'gothic', 'murder', 'atmospheric']
In [846]:
vector_info.iloc[4370:4371]
Out[846]:
imdb_id title plot_synopsis tags split synopsis_source
4370 tt0054777 The Curse of the Werewolf The story is set in 18th Century Spain. A begg... cult, gothic, murder train wikipedia
In [847]:
vector[4370]
Out[847]:
['cult', 'gothic', 'murder']
In [874]:
angle_between(vector_space_model.iloc[:,0], vector_space_model.iloc[:,4370])
Out[874]:
0.6847192030022828
In [875]:
np.degrees(0.6847192030022828)
Out[875]:
39.231520483592256
In [818]:
# compute cosine similarity
A = vector_space_model.iloc[:,0]
B = vector_space_model.iloc[:,1478]
cosine = np.dot(A,B)/(norm(A)*norm(B))
print("Cosine Similarity:", cosine)

Cosine Similarity: 0.7999999999999998
In [254]:
vector_info.iloc[0:1]
Out[254]:
imdb_id title plot_synopsis tags split synopsis_source
0 tt0057603 I tre volti della paura Note: this synopsis is for the orginal Italian... cult, horror, gothic, murder, atmospheric train imdb
In [831]:
vector[0]
Out[831]:
['cult', 'horror', 'gothic', 'murder', 'atmospheric']
In [849]:
vector_info.iloc[1478:1479]
Out[849]:
imdb_id title plot_synopsis tags split synopsis_source
1478 tt0076150 Communion New Jersey, 1963. Alice Spages (Paula E. Shepp... mystery, cult, horror, murder, atmospheric train imdb
In [850]:
vector[1478]
Out[850]:
['mystery', 'cult', 'horror', 'murder', 'atmospheric']
In [877]:
angle_between(vector_space_model.iloc[:,0], vector_space_model.iloc[:,1478])
Out[877]:
0.6435011087932845
In [878]:
np.degrees(0.6435011087932845)
Out[878]:
36.86989764584403
In [123]:
x = [0,3.8]
y = [0.2, 6]

x11 = [0, 4.4]
y11 = [0.2, 6]
  
# first plot with X and Y data
x4 = [0,3.8]
y4 = [0.2, 6]

x1 = [0, 4.4]
y1 = [0.2, 6]


x2 = [0, 3.5]
y2 = [0.2, 6]

y3 = [0.2, 0.2]
x3 = [0, 6]

plt.xlim(-0.1,6.3)
plt.ylim(0,6.3)

u = np.diff(x1)
v = np.diff(y1)
pos_x = x1[:-1] + u
pos_y = y1[:-1] + v
norm = np.sqrt(u**2+v**2) 
plt.quiver(pos_x, pos_y, u/norm, v/norm, angles="xy", zorder=5, pivot="mid", color='#BA55D3')

u2 = np.diff(x2)
v2 = np.diff(y2)
pos_x2 = x2[:-1] + u2
pos_y2 = y2[:-1] + v2
norm = np.sqrt(u2**2+v2**2) 
plt.quiver(pos_x2, pos_y2, u2/norm, v2/norm, angles="xy", zorder=5,  pivot="mid", color='#FF00FF')

u4 = np.diff(x4)
v4 = np.diff(y4)
pos_x4 = x4[:-1] + u4
pos_y4 = y4[:-1] + v4
norm = np.sqrt(u4**2+v4**2) 
plt.quiver(pos_x4, pos_y4, u4/norm, v4/norm, angles="xy", zorder=5,pivot="mid", color='#DA70D6')

u3 = np.diff(x3)
v3 = np.diff(y3)
pos_x3 = x3[:-1] + u3
pos_y3 = y3[:-1] + v3
norm = np.sqrt(u3**2+v3**2) 
plt.quiver(pos_x3, pos_y3, u3/norm, v3/norm, angles="xy", zorder=5,  pivot="mid", color='#42113C')
  
# second plot with x1 and y1 data
plt.plot(x2, y2,  linewidth=5, color ='#FF00FF', label="'The Wolf Man' has 60% similarity\n and 53° angle difference\n")
plt.plot(x, y,  linewidth=5, color='#DA70D6', label="'Pandorum' has 70%\n similarity and 45° angle difference\n")
plt.plot(x11, y11,  linewidth=5, color ='#BA55D3', label="'Communion' has 80% \nsimilarity and 37° angle difference\n")
plt.plot(x3, y3,  linewidth=5, color='#42113C', label="The 'I tre volti della paura' Movie ")

a1, b1 = (1/4), 1.0
a2, b2 = (3/4), 0.0
x0 = (b2-b1)/(a1-a2)
y0 = a1*x0 + b1
theta = np.linspace(0.1, .31*np.pi, 100)
r = 2
x1 = r * np.cos(theta) + 0
x2 = r * np.sin(theta) + 0
x0 = (b2-b1)/(a1-a2)
y0 = a1*x0 + b1
plt.plot(x1, x2, color='#BA55D3',linewidth=3, linestyle='dotted')

# Naming the points.
plt.text(.7,.5, '37°', color='#BA55D3',fontsize=30)


plt.title('Cosine Similarity of Three Movies to the\n \'I tre volti della paura\' Movie ',color='#BA55D3',fontsize=14)     
plt.xlabel("X-axis",fontsize=14)     
plt.ylabel("Y-axis", fontsize=14)
plt.rcParams['axes.facecolor'] = '#F7EBF7'
plt.rcParams["axes.edgecolor"] = "black"
plt.rc('grid', linestyle="--", color='black',alpha=0.2)
plt.grid(True)
plt.rcParams['axes.linewidth'] = 3
plt.tick_params(axis='both',bottom=True, top=True, left=True,
                right=True, direction='in', which='major')

# Modify legend
plt.legend(frameon=True,                                   # legend border
           framealpha=1,                                   # transparency of border
           ncol=1,                                         # num columns
           facecolor= 'white',                             # change color of legend
           shadow=True,                                    # shadow on
           borderpad=1,                                    # thickness of border
           loc="center right",
           title='Cosine Similarities')                      # title
plt.gcf().set_size_inches((8.4,7.3))
plt.savefig('cos_sim3',bbox_inches='tight',facecolor='white', transparent=False)
plt.show()
In [595]:
Counter(recommend1)
Out[595]:
Counter({1.0: 1, 0.5: 353, 0.6: 167, 0.7: 35, 0.8: 8})
In [203]:
Counter(no_rec1)
Out[203]:
Counter({0.0: 7403, 0.4: 2008, 0.2: 1859, 0.3: 2805, 0.1: 189})
In [233]:
%%html
<script src="https://code.highcharts.com/highcharts.js"></script>
<script src="https://code.highcharts.com/modules/exporting.js"></script>
<script src="https://code.highcharts.com/modules/export-data.js"></script>
<script src="https://code.highcharts.com/modules/accessibility.js"></script>

<figure class="highcharts-figure">
    <div id='vector'></div>
</figure>
In [229]:
%%js
Highcharts.chart('vector', {
    chart: {
        type: 'column',
        width:880,
        height:450,
    },
    title: {
        text: '<span style="color:#ff1493">This is a Count Chart on the Amount of Movies that are  <span style="color:#8B008B">Suitable</span> to be Recommended to Users who Like or Highly rate the <span style="color:#8B008B">\'I Tre Volti Della Paura\'</span> Movie</span>'
    },
    subtitle: {
        text: '<span style="color:#8B008B">This has been Done usiing the Cosine Similarity: below will be the Cosine Similarity of 0.5 to 0.8</span>'
    },
    xAxis: {
        type: 'category',
        labels: {
            style: {
                fontSize: '13px',
                fontFamily: 'Verdana, sans-serif'
            }
        }
    },
    yAxis: {
        min: 0,
        title: {
            text: 'Amount of Movies'
        }
    },
    legend: {
        enabled: false
    },
    plotOptions: {
        column: {
            colorByPoint: true
        },
        series: {
            borderWidth: 0,
            dataLabels: {
                enabled: true,
                format: '{point.y:.0f}'
            }
        }
    },
    tooltip: {
        pointFormat: 'Amount of Movies: <b>{point.y:.0f} </b>'
    },
    series: [{
        colors: ['#ff1493','#f984ef','#fba0e3','#ffcff1'],
        name: 'Bad Static Head',
        data: [
            ['0.5 Cosine Similarity', 353],
            ['0.6 Cosine Similarity', 167],
            ['0.7 Cosine Similarity', 35],
            ['0.8 Cosine Similarity', 8],
        ]
    }]
});
In [236]:
%%html
<script src="https://code.highcharts.com/highcharts.js"></script>
<script src="https://code.highcharts.com/modules/exporting.js"></script>
<script src="https://code.highcharts.com/modules/export-data.js"></script>
<script src="https://code.highcharts.com/modules/accessibility.js"></script>

<figure class="highcharts-figure">
    <div id='vector1'></div>
</figure>
In [235]:
%%js
Highcharts.chart('vector1', {
    chart: {
        type: 'column',
        width:880,
        height:450,
    },
    title: {
        text: '<span style="color:#ff1493">This is a Count Chart on the Amount of Movies that are <span style="color:#8B008B">Not Suitable</span> to be Recommended to Users who Like or Highly rate the <span style="color:#8B008B">\'I Tre Volti Della Paura\'</span> Movie</span>'
    },
    subtitle: {
        text: '<span style="color:#8B008B">This has been Done usiing the Cosine Similarity: below will be the Cosine Similarity of 0.0 to 0.4</span>'
    },
    xAxis: {
        type: 'category',
        labels: {
            style: {
                fontSize: '13px',
                fontFamily: 'Verdana, sans-serif'
            }
        }
    },
    yAxis: {
        min: 0,
        title: {
            text: 'Amount of Movies'
        }
    },
    legend: {
        enabled: false
    },
    plotOptions: {
        column: {
            colorByPoint: true
        },
        series: {
            borderWidth: 0,
            dataLabels: {
                enabled: true,
                format: '{point.y:.0f}'
            }
        }
    },
    tooltip: {
        pointFormat: 'Amount of Movies: <b>{point.y:.0f} </b>'
    },
    series: [{
        colors: ['#fba0e3','#EE82EE','#FF00FF', '#DA70D6', '#8B008B'],
        name: 'Bad Static Head',
        data: [
            ['0.0 Cosine Similarity', 7403],
            ['0.1 Cosine Similarity', 189],
            ['0.2 Cosine Similarity', 1859],
            ['0.3 Cosine Similarity', 2805],
            ['0.4 Cosine Similarity', 2008]
        ]
    }]
});

A Chart of the Angles (90°,81°,77°) of the Cosine Similarity to the 'I tre volti della paura' Movie .

A Chart of the Angles (71°,63°,60°) of the Cosine Similarity to the 'I tre volti della paura' Movie .

A Chart of the Angles (53°,45°,37°) of the Cosine Similarity to the 'I tre volti della paura' Movie

A Count Chart of the Amount of Movies That will Not be Suitable to Recommend to Users .

X-axis: The Cosine Similarity going from 0.0 to 0.4
Y-axis: The Amount of Movies

A Count Chart of the Amount of Movies That will be Suitable to Recommend to Users.

X-axis: The Cosine Similarity going from 0.5 to 0.8
Y-axis: The Amount of Movies
In [34]:
per_50 = []
count = 0
for x in recommend:
    if x[1] == 0.5:
        per_50.append(x[0])
        count+=1
    if count> 9: break
In [35]:
len(per_50)
Out[35]:
10
In [36]:
name_50 = []
for i in per_50:
    name_50.append(vector_info.title[i])
In [37]:
tags_50 = []
for i in per_50:
    tags_50.append(vector_info.tags[i])
In [38]:
cos_50 = []
for i in per_50:cos_50.append(round(cosine_similarity(vector_space_model.iloc[:,i]),2))
In [39]:
per_60 = []
count = 0
for x in recommend:
    if x[1] == 0.6:
        per_60.append(x[0])
        count+=1
    if count> 9: break
In [40]:
len(per_60)
Out[40]:
10
In [41]:
name_60 = []
for i in per_60:
    name_60.append(vector_info.title[i])
In [42]:
tags_60 = []
for i in per_60:
    tags_60.append(vector_info.tags[i])
In [43]:
cos_60 = []
for i in per_60:cos_60.append(round(cosine_similarity(vector_space_model.iloc[:,i]),2))
In [44]:
per_70 = []
count = 0
for x in recommend:
    if x[1] == 0.7:
        per_70.append(x[0])
        count+=1
    if count> 9: break
In [45]:
len(per_70)
Out[45]:
10
In [46]:
name_70 = []
for i in per_70:
    name_70.append(vector_info.title[i])
In [47]:
tags_70 = []
for i in per_70:
    tags_70.append(vector_info.tags[i])
In [48]:
cos_70 = []
for i in per_70:cos_70.append(round(cosine_similarity(vector_space_model.iloc[:,i]),2))
In [49]:
per_80 = []
count = 0
for x in recommend:
    if x[1] == 0.8:
        per_80.append(x[0])
        count+=1
    if count> 9: break
In [50]:
len(per_80)
Out[50]:
8
In [51]:
name_80 = []
for i in per_80:
    name_80.append(vector_info.title[i])
In [52]:
tags_80 = []
for i in per_80:
    tags_80.append(vector_info.tags[i])
In [53]:
cos_80 = []
for i in per_80:cos_80.append(round(cosine_similarity(vector_space_model.iloc[:,i]),2))
In [54]:
all_cos = cos_80+cos_70+cos_60+cos_50
per_cos = []
for i in all_cos: per_cos.append("{:.0%}".format(i))
In [55]:
re_index = []
for i,x in enumerate(all_cos,start=1):re_index.append((i,x))
In [56]:
def sortSecond(val):
    return val[1]
In [57]:
re_index.sort(key=sortSecond, reverse=True)
In [58]:
sorted_index = []
for i in re_index: sorted_index.append(i[0])
In [59]:
re_index
Out[59]:
[(1, 0.8),
 (2, 0.8),
 (3, 0.77),
 (4, 0.77),
 (5, 0.77),
 (6, 0.77),
 (7, 0.77),
 (8, 0.77),
 (14, 0.75),
 (10, 0.71),
 (11, 0.68),
 (17, 0.68),
 (9, 0.67),
 (12, 0.67),
 (13, 0.67),
 (15, 0.67),
 (16, 0.67),
 (18, 0.67),
 (21, 0.63),
 (24, 0.63),
 (26, 0.63),
 (28, 0.63),
 (19, 0.62),
 (20, 0.6),
 (23, 0.6),
 (25, 0.6),
 (27, 0.6),
 (22, 0.56),
 (33, 0.55),
 (30, 0.52),
 (32, 0.52),
 (35, 0.52),
 (36, 0.52),
 (37, 0.52),
 (38, 0.52),
 (29, 0.47),
 (31, 0.47),
 (34, 0.47)]
In [60]:
main_movie = ['I tre volti della paura']
main_per = ['The Users Favourite Movie']
main_tags = ['cult, horror, gothic, murder, atmospheric']
In [61]:
df = pd.DataFrame({'Name of the Movie':main_movie+name_80+name_70+name_60+name_50,
                                   'Cosine Similarity Percentage':main_per+per_cos,
                                   'Tags of the Movie':main_tags +tags_80+tags_70+tags_60+tags_50})
In [62]:
df1 = df.iloc[[0]+sorted_index].reset_index()
In [63]:
del df1['index']
In [64]:
df1
Out[64]:
Name of the Movie Cosine Similarity Percentage Tags of the Movie
0 I tre volti della paura The Users Favourite Movie cult, horror, gothic, murder, atmospheric
1 Communion 80% mystery, cult, horror, murder, atmospheric
2 Halloween III: Season of the Witch 80% paranormal, cult, horror, gothic, murder
3 Rabid 77% cult, horror, murder
4 The Hound of the Baskervilles 77% gothic, murder, atmospheric
5 The Curse of the Werewolf 77% cult, gothic, murder
6 5 bambole per la luna d'agosto 77% cult, horror, murder
7 The Thing from Another World 77% cult, horror, murder
8 Il coltello di ghiaccio 77% cult, horror, murder
9 Inferno 75% dark, gothic, murder, violence, cult, horror, ...
10 Pandorum 71% gothic, murder, cult, violence, horror, atmosp...
11 Bride of Chucky 68% comedy, dark, gothic, murder, cult, violence, ...
12 Hellbound: Hellraiser II 68% gothic, murder, cult, violence, horror, good v...
13 Phantasm 67% good versus evil, cult, horror, murder
14 Ghost Story 67% horror, gothic, murder, flashback
15 Cronos 67% cult, comedy, gothic, atmospheric
16 The Hand 67% good versus evil, cult, gothic, murder
17 Shadow of the Vampire 67% cult, satire, murder, gothic
18 Nosferatu: Phantom der Nacht 67% cult, psychedelic, atmospheric, gothic
19 Les lèvres rouges 63% gothic, murder, violence, cult, atmospheric, h...
20 Angel 63% cult, murder
21 Child's Play 63% dark, mystery, gothic, murder, stupid, cult, h...
22 Nella stretta morsa del ragno 63% gothic, murder
23 Alien 62% dark, boring, gothic, murder, mystery, cult, v...
24 The Wolf Man 60% good versus evil, cult, gothic, murder, haunting
25 Carnival of Souls 60% cult, psychedelic, atmospheric, gothic, haunting
26 Friday the 13th Part III 60% cult, horror, grindhouse film, murder, violence
27 Vampyr 60% good versus evil, cult, psychedelic, murder, g...
28 The Silence of the Lambs 56% dark, suspenseful, gothic, murder, neo noir, p...
29 Dnevnoy dozor 55% murder, cult, atmospheric, flashback, good ver...
30 Dead & Breakfast 52% cult, murder, flashback
31 Manhunter 52% dark, gothic, murder, neo noir, cult, violence...
32 Paranormal Activity 2 52% cult, boring, murder
33 Octopussy 52% revenge, cult, murder
34 Dracula Has Risen from the Grave 52% revenge, cult, gothic
35 The Devil Bat 52% revenge, cult, murder
36 The New World 47% boring, murder, cult, violence, atmospheric, h...
37 Twilight 47% fantasy, gothic, murder, boring, cult, violenc...
38 Du rififi chez les hommes 47% suspenseful, murder, bleak, violence, cult, at...
In [277]:
def all_cosine_similarity(index,B):
    A = vector_space_model.iloc[:,index]
    #B = vector_space_model.iloc[:,1478]
    cosine = np.dot(A,B)/(norm(A)*norm(B))
    return cosine
In [230]:
def movies_500(num):
    all_cos_sim1 = []
    for i in range(14828):all_cos_sim1.append(round(all_cosine_similarity(num,vector_space_model.iloc[:,i]),1))
    return all_cos_sim1
In [231]:
all_cos_sim1 = []
for i in range(1,501):all_cos_sim1.append(movies_500(i))
In [232]:
len(all_cos_sim1)
Out[232]:
500
In [240]:
all_cos_sim1[0]
Out[240]:
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In [238]:
all_cos_sim2 = all_cos_sim1
In [241]:
len(all_cos_sim1)
Out[241]:
500
In [242]:
def select_cos(index):
    new_lis = []
    for x,j in enumerate(index):
        if j >= 0.9: new_lis.append((x,j))
    return new_lis
In [246]:
good_cos = []
for i in range(500):good_cos.append(select_cos(all_cos_sim1[i]))
In [247]:
len(good_cos)
Out[247]:
500
In [248]:
good_cos[0]
Out[248]:
[(1, 1.0),
 (8, 1.0),
 (34, 1.0),
 (53, 1.0),
 (57, 1.0),
 (63, 1.0),
 (336, 1.0),
 (341, 1.0),
 (414, 1.0),
 (433, 1.0),
 (455, 1.0),
 (479, 1.0),
 (486, 1.0),
 (509, 1.0),
 (566, 1.0),
 (673, 1.0),
 (691, 1.0),
 (711, 1.0),
 (772, 1.0),
 (782, 1.0),
 (804, 1.0),
 (863, 1.0),
 (872, 1.0),
 (895, 1.0),
 (915, 1.0),
 (946, 1.0),
 (1034, 1.0),
 (1117, 1.0),
 (1210, 1.0),
 (1246, 1.0),
 (1326, 1.0),
 (1376, 1.0),
 (1398, 1.0),
 (1462, 1.0),
 (1492, 1.0),
 (1523, 1.0),
 (1574, 1.0),
 (1648, 1.0),
 (1731, 1.0),
 (1750, 1.0),
 (1751, 1.0),
 (1752, 1.0),
 (1790, 1.0),
 (1902, 1.0),
 (1905, 1.0),
 (1908, 1.0),
 (1950, 1.0),
 (1952, 1.0),
 (1992, 1.0),
 (2025, 1.0),
 (2268, 1.0),
 (2311, 1.0),
 (2401, 1.0),
 (2425, 1.0),
 (2437, 1.0),
 (2549, 1.0),
 (2557, 1.0),
 (2601, 1.0),
 (2618, 1.0),
 (2633, 1.0),
 (2642, 1.0),
 (2682, 1.0),
 (2840, 1.0),
 (2863, 1.0),
 (2888, 1.0),
 (2947, 1.0),
 (2968, 1.0),
 (3067, 1.0),
 (3073, 1.0),
 (3108, 1.0),
 (3201, 1.0),
 (3311, 1.0),
 (3329, 1.0),
 (3348, 1.0),
 (3361, 1.0),
 (3412, 1.0),
 (3458, 1.0),
 (3474, 1.0),
 (3509, 1.0),
 (3524, 1.0),
 (3536, 1.0),
 (3592, 1.0),
 (3651, 1.0),
 (3748, 1.0),
 (3754, 1.0),
 (3839, 1.0),
 (3867, 1.0),
 (3895, 1.0),
 (3903, 1.0),
 (3941, 1.0),
 (3951, 1.0),
 (3962, 1.0),
 (3988, 1.0),
 (4016, 1.0),
 (4189, 1.0),
 (4371, 1.0),
 (4417, 1.0),
 (4447, 1.0),
 (4468, 1.0),
 (4503, 1.0),
 (4562, 1.0),
 (4574, 1.0),
 (4602, 1.0),
 (4621, 1.0),
 (4653, 1.0),
 (4781, 1.0),
 (4812, 1.0),
 (4859, 1.0),
 (4933, 1.0),
 (4950, 1.0),
 (5004, 1.0),
 (5136, 1.0),
 (5184, 1.0),
 (5214, 1.0),
 (5300, 1.0),
 (5329, 1.0),
 (5340, 1.0),
 (5370, 1.0),
 (5422, 1.0),
 (5431, 1.0),
 (5439, 1.0),
 (5512, 1.0),
 (5602, 1.0),
 (5904, 1.0),
 (5905, 1.0),
 (5930, 1.0),
 (5959, 1.0),
 (5963, 1.0),
 (5964, 1.0),
 (5967, 1.0),
 (5979, 1.0),
 (5988, 1.0),
 (6022, 1.0),
 (6031, 1.0),
 (6052, 1.0),
 (6056, 1.0),
 (6061, 1.0),
 (6142, 1.0),
 (6145, 1.0),
 (6157, 1.0),
 (6214, 1.0),
 (6220, 1.0),
 (6221, 1.0),
 (6235, 1.0),
 (6248, 1.0),
 (6265, 1.0),
 (6285, 1.0),
 (6286, 1.0),
 (6294, 1.0),
 (6301, 1.0),
 (6302, 1.0),
 (6306, 1.0),
 (6356, 1.0),
 (6359, 1.0),
 (6437, 1.0),
 (6471, 1.0),
 (6494, 1.0),
 (6510, 1.0),
 (6556, 1.0),
 (6647, 1.0),
 (6648, 1.0),
 (6657, 1.0),
 (6693, 1.0),
 (6707, 1.0),
 (6721, 1.0),
 (6738, 1.0),
 (6808, 1.0),
 (6809, 1.0),
 (6830, 1.0),
 (6843, 1.0),
 (6879, 1.0),
 (6880, 1.0),
 (6899, 1.0),
 (6915, 1.0),
 (6949, 1.0),
 (6983, 1.0),
 (6987, 1.0),
 (6998, 1.0),
 (7026, 1.0),
 (7034, 1.0),
 (7061, 1.0),
 (7068, 1.0),
 (7102, 1.0),
 (7113, 1.0),
 (7121, 1.0),
 (7149, 1.0),
 (7211, 1.0),
 (7240, 1.0),
 (7273, 1.0),
 (7282, 1.0),
 (7283, 1.0),
 (7299, 1.0),
 (7303, 1.0),
 (7307, 1.0),
 (7320, 1.0),
 (7387, 1.0),
 (7396, 1.0),
 (7409, 1.0),
 (7432, 1.0),
 (7443, 1.0),
 (7448, 1.0),
 (7450, 1.0),
 (7451, 1.0),
 (7552, 1.0),
 (7579, 1.0),
 (7616, 1.0),
 (7662, 1.0),
 (7670, 1.0),
 (7689, 1.0),
 (7753, 1.0),
 (7762, 1.0),
 (7786, 1.0),
 (7808, 1.0),
 (7811, 1.0),
 (7843, 1.0),
 (7846, 1.0),
 (7899, 1.0),
 (7948, 1.0),
 (7960, 1.0),
 (7991, 1.0),
 (8005, 1.0),
 (8045, 1.0),
 (8070, 1.0),
 (8072, 1.0),
 (8086, 1.0),
 (8101, 1.0),
 (8104, 1.0),
 (8129, 1.0),
 (8135, 1.0),
 (8136, 1.0),
 (8139, 1.0),
 (8197, 1.0),
 (8198, 1.0),
 (8207, 1.0),
 (8213, 1.0),
 (8274, 1.0),
 (8279, 1.0),
 (8307, 1.0),
 (8332, 1.0),
 (8357, 1.0),
 (8359, 1.0),
 (8376, 1.0),
 (8377, 1.0),
 (8416, 1.0),
 (8430, 1.0),
 (8431, 1.0),
 (8455, 1.0),
 (8467, 1.0),
 (8522, 1.0),
 (8524, 1.0),
 (8526, 1.0),
 (8530, 1.0),
 (8536, 1.0),
 (8596, 1.0),
 (8634, 1.0),
 (8648, 1.0),
 (8657, 1.0),
 (8668, 1.0),
 (8681, 1.0),
 (8691, 1.0),
 (8693, 1.0),
 (8707, 1.0),
 (8742, 1.0),
 (8744, 1.0),
 (8755, 1.0),
 (8790, 1.0),
 (8844, 1.0),
 (8866, 1.0),
 (8871, 1.0),
 (8876, 1.0),
 (8884, 1.0),
 (8922, 1.0),
 (8943, 1.0),
 (8944, 1.0),
 (8948, 1.0),
 (8964, 1.0),
 (8971, 1.0),
 (8976, 1.0),
 (8980, 1.0),
 (8981, 1.0),
 (9000, 1.0),
 (9039, 1.0),
 (9071, 1.0),
 (9077, 1.0),
 (9131, 1.0),
 (9158, 1.0),
 (9187, 1.0),
 (9256, 1.0),
 (9323, 1.0),
 (9345, 1.0),
 (9348, 1.0),
 (9368, 1.0),
 (9377, 1.0),
 (9385, 1.0),
 (9410, 1.0),
 (9420, 1.0),
 (9432, 1.0),
 (9436, 1.0),
 (9454, 1.0),
 (9496, 1.0),
 (9522, 1.0),
 (9546, 1.0),
 (9584, 1.0),
 (9585, 1.0),
 (9604, 1.0),
 (9637, 1.0),
 (9664, 1.0),
 (9667, 1.0),
 (9720, 1.0),
 (9727, 1.0),
 (9732, 1.0),
 (9761, 1.0),
 (9765, 1.0),
 (9783, 1.0),
 (9789, 1.0),
 (9805, 1.0),
 (9814, 1.0),
 (9891, 1.0),
 (9896, 1.0),
 (9897, 1.0),
 (9906, 1.0),
 (9922, 1.0),
 (9941, 1.0),
 (9955, 1.0),
 (9959, 1.0),
 (9982, 1.0),
 (10007, 1.0),
 (10008, 1.0),
 (10024, 1.0),
 (10070, 1.0),
 (10184, 1.0),
 (10188, 1.0),
 (10191, 1.0),
 (10193, 1.0),
 (10242, 1.0),
 (10264, 1.0),
 (10266, 1.0),
 (10302, 1.0),
 (10304, 1.0),
 (10316, 1.0),
 (10361, 1.0),
 (10376, 1.0),
 (10469, 1.0),
 (10492, 1.0),
 (10505, 1.0),
 (10508, 1.0),
 (10517, 1.0),
 (10547, 1.0),
 (10554, 1.0),
 (10560, 1.0),
 (10596, 1.0),
 (10611, 1.0),
 (10630, 1.0),
 (10641, 1.0),
 (10644, 1.0),
 (10654, 1.0),
 (10662, 1.0),
 (10708, 1.0),
 (10709, 1.0),
 (10762, 1.0),
 (10766, 1.0),
 (10836, 1.0),
 (10837, 1.0),
 (10865, 1.0),
 (10866, 1.0),
 (10902, 1.0),
 (10906, 1.0),
 (10971, 1.0),
 (10974, 1.0),
 (10981, 1.0),
 (10988, 1.0),
 (11020, 1.0),
 (11035, 1.0),
 (11058, 1.0),
 (11075, 1.0),
 (11129, 1.0),
 (11131, 1.0),
 (11144, 1.0),
 (11147, 1.0),
 (11217, 1.0),
 (11244, 1.0),
 (11246, 1.0),
 (11256, 1.0),
 (11266, 1.0),
 (11317, 1.0),
 (11354, 1.0),
 (11368, 1.0),
 (11394, 1.0),
 (11398, 1.0),
 (11418, 1.0),
 (11469, 1.0),
 (11503, 1.0),
 (11519, 1.0),
 (11550, 1.0),
 (11567, 1.0),
 (11583, 1.0),
 (11586, 1.0),
 (11587, 1.0),
 (11596, 1.0),
 (11610, 1.0),
 (11646, 1.0),
 (11658, 1.0),
 (11671, 1.0),
 (11690, 1.0),
 (11745, 1.0),
 (11746, 1.0),
 (11770, 1.0),
 (11775, 1.0),
 (11833, 1.0),
 (11840, 1.0),
 (11865, 1.0),
 (11901, 1.0),
 (11904, 1.0),
 (11942, 1.0),
 (11945, 1.0),
 (11959, 1.0),
 (11972, 1.0),
 (11974, 1.0),
 (11983, 1.0),
 (11989, 1.0),
 (12010, 1.0),
 (12013, 1.0),
 (12014, 1.0),
 (12022, 1.0),
 (12034, 1.0),
 (12041, 1.0),
 (12059, 1.0),
 (12061, 1.0),
 (12092, 1.0),
 (12101, 1.0),
 (12112, 1.0),
 (12138, 1.0),
 (12167, 1.0),
 (12190, 1.0),
 (12192, 1.0),
 (12198, 1.0),
 (12220, 1.0),
 (12240, 1.0),
 (12282, 1.0),
 (12323, 1.0),
 (12329, 1.0),
 (12332, 1.0),
 (12336, 1.0),
 (12354, 1.0),
 (12401, 1.0),
 (12433, 1.0),
 (12437, 1.0),
 (12453, 1.0),
 (12488, 1.0),
 (12509, 1.0),
 (12515, 1.0),
 (12531, 1.0),
 (12553, 1.0),
 (12570, 1.0),
 (12667, 1.0),
 (12677, 1.0),
 (12685, 1.0),
 (12686, 1.0),
 (12697, 1.0),
 (12699, 1.0),
 (12710, 1.0),
 (12711, 1.0),
 (12713, 1.0),
 (12726, 1.0),
 (12759, 1.0),
 (12792, 1.0),
 (12802, 1.0),
 (12819, 1.0),
 (12823, 1.0),
 (12833, 1.0),
 (12849, 1.0),
 (12855, 1.0),
 (12875, 1.0),
 (12885, 1.0),
 (12898, 1.0),
 (12912, 1.0),
 (12925, 1.0),
 (12940, 1.0),
 (12953, 1.0),
 (13000, 1.0),
 (13010, 1.0),
 (13043, 1.0),
 (13061, 1.0),
 (13067, 1.0),
 (13089, 1.0),
 (13093, 1.0),
 (13115, 1.0),
 (13162, 1.0),
 (13176, 1.0),
 (13187, 1.0),
 (13188, 1.0),
 (13192, 1.0),
 (13221, 1.0),
 (13249, 1.0),
 (13253, 1.0),
 (13255, 1.0),
 (13290, 1.0),
 (13303, 1.0),
 (13343, 1.0),
 (13353, 1.0),
 (13384, 1.0),
 (13404, 1.0),
 (13425, 1.0),
 (13436, 1.0),
 (13438, 1.0),
 (13500, 1.0),
 (13504, 1.0),
 (13607, 1.0),
 (13620, 1.0),
 (13621, 1.0),
 (13622, 1.0),
 (13662, 1.0),
 (13678, 1.0),
 (13685, 1.0),
 (13715, 1.0),
 (13760, 1.0),
 (13789, 1.0),
 (13806, 1.0),
 (13815, 1.0),
 (13850, 1.0),
 (13868, 1.0),
 (13871, 1.0),
 (13950, 1.0),
 (14005, 1.0),
 (14011, 1.0),
 (14032, 1.0),
 (14033, 1.0),
 (14038, 1.0),
 (14039, 1.0),
 (14041, 1.0),
 (14058, 1.0),
 (14060, 1.0),
 (14063, 1.0),
 (14071, 1.0),
 (14079, 1.0),
 (14088, 1.0),
 (14101, 1.0),
 (14103, 1.0),
 (14108, 1.0),
 (14122, 1.0),
 (14128, 1.0),
 (14131, 1.0),
 (14135, 1.0),
 (14154, 1.0),
 (14172, 1.0),
 (14185, 1.0),
 (14189, 1.0),
 (14198, 1.0),
 (14201, 1.0),
 (14216, 1.0),
 (14227, 1.0),
 (14228, 1.0),
 (14259, 1.0),
 (14285, 1.0),
 (14290, 1.0),
 (14317, 1.0),
 (14325, 1.0),
 (14396, 1.0),
 (14410, 1.0),
 (14419, 1.0),
 (14436, 1.0),
 (14443, 1.0),
 (14448, 1.0),
 (14453, 1.0),
 (14466, 1.0),
 (14467, 1.0),
 (14468, 1.0),
 (14499, 1.0),
 (14510, 1.0),
 (14512, 1.0),
 (14515, 1.0),
 (14548, 1.0),
 (14551, 1.0),
 (14595, 1.0),
 (14598, 1.0),
 (14613, 1.0),
 (14630, 1.0),
 (14652, 1.0),
 (14662, 1.0),
 (14696, 1.0),
 (14721, 1.0),
 (14740, 1.0),
 (14772, 1.0),
 (14773, 1.0)]
In [249]:
def final(listt):
    final_list = listt[:20]
    return final_list
In [250]:
final_cos = []
for i in good_cos: final_cos.append(final(i))
In [251]:
len(final_cos)
Out[251]:
500
In [276]:
final_cos
Out[276]:
[[(1, 1.0),
  (8, 1.0),
  (34, 1.0),
  (53, 1.0),
  (57, 1.0),
  (63, 1.0),
  (336, 1.0),
  (341, 1.0),
  (414, 1.0),
  (433, 1.0),
  (455, 1.0),
  (479, 1.0),
  (486, 1.0),
  (509, 1.0),
  (566, 1.0),
  (673, 1.0),
  (691, 1.0),
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In [316]:
main_movie_500 = vector_info.title[1:501]
In [254]:
def name_sim(listt):
    name_sim_movies = []
    for x in listt:
        name_sim_movies.append(vector_info.title[x[0]])
    return name_sim_movies
In [255]:
name_sim_movies = []
for i in final_cos:name_sim_movies.append(name_sim(i))
In [256]:
len(name_sim_movies)
Out[256]:
500
In [279]:
name_sim_movies
Out[279]:
[['Dungeons & Dragons: The Book of Vile Darkness',
  'Little Caesar',
  'Busanhaeng',
  'Timber Falls',
  'A Most Violent Year',
  'Justice League: The New Frontier',
  "Uncharted 3: Drake's Deception",
  'The Simpsons: Hit & Run',
  'Bhutto',
  'Feeding Frenzy',
  'Fighting',
  "America's Dark Secrets Documentary",
  'Dinamite Jim',
  'Demonia',
  'Red: Werewolf Hunter',
  'Atlantic Rim',
  'The Giant Gila Monster',
  'Damage',
  'Deadly Eyes',
  "City Slickers II: The Legend of Curly's Gold"],
 ['The Shop Around the Corner',
  'I vitelloni',
  'Hotel Chevalier',
  'Bloomington',
  '14 Going on 30',
  'Four Christmases',
  'The F Word',
  'Partition',
  'Prom',
  'Enthiran',
  'Becoming Jane',
  'Trainwreck',
  'Selvi Boylum Al Yazmalim',
  'Starting Out in the Evening',
  'Love at First Bite',
  'The Last Picture Show',
  "Bon Voyage, Charlie Brown (and Don't Come Back!!)",
  'Grease 2',
  'Great Expectations',
  'Keith'],
 ["Mr. Holland's Opus"],
 ['Scarface'],
 ['A Single Man', 'Todo sobre mi madre', 'Tipping the Velvet', 'De-Lovely'],
 ['Baise-moi', 'Black Death', 'Scum', 'El tesoro de las cuatro coronas'],
 ['Flightplan', 'Whiteout', 'Mission: Impossible', 'The Fugitive'],
 ['Dungeons & Dragons: The Book of Vile Darkness',
  'Little Caesar',
  'Busanhaeng',
  'Timber Falls',
  'A Most Violent Year',
  'Justice League: The New Frontier',
  "Uncharted 3: Drake's Deception",
  'The Simpsons: Hit & Run',
  'Bhutto',
  'Feeding Frenzy',
  'Fighting',
  "America's Dark Secrets Documentary",
  'Dinamite Jim',
  'Demonia',
  'Red: Werewolf Hunter',
  'Atlantic Rim',
  'The Giant Gila Monster',
  'Damage',
  'Deadly Eyes',
  "City Slickers II: The Legend of Curly's Gold"],
 ['Savages',
  'In the Land of Blood and Honey',
  'Texas Chainsaw 3D',
  'Arpointeu',
  'Cherry Falls',
  'Dillinger',
  'Paid in Full',
  'The Brave One',
  'Furious Seven',
  "Perkins' 14",
  'Lone Survivor',
  'Best Seller',
  'Bordertown',
  'Run All Night',
  'Straight Time',
  'Taken 2',
  'Hummingbird',
  'Max Payne',
  'Parker',
  "Carlito's Way"],
 ['Mitt liv som hund'],
 ['The Brood',
  'Summer of Sam',
  'Silverado',
  'Seconds',
  'The Honeymoon Killers',
  'The Baytown Outlaws',
  'Graduation Day',
  'Zulu Dawn',
  'Bronenosets Potyomkin',
  'Girls Nite Out',
  'Night Hunter',
  'La dolce casa degli orrori',
  'Humanoids from the Deep',
  'Kiss Me Deadly',
  'Masters of the Universe',
  'Unhinged',
  'Intruder',
  'Hondo',
  'Warlock',
  'Blood Freak'],
 ["Cassandra's Dream", 'The China Syndrome'],
 ['The Last Emperor',
  'Taste of Fear',
  'Rivals',
  'Shuttle',
  'Rizzoli & Isles',
  'Life Is Hot in Cracktown',
  'Moonshine Mountain',
  'A Murder of Crows',
  'Panic in the Streets',
  'To vlemma tou Odyssea',
  'White Tiger',
  'Il ritorno di Zanna Bianca',
  'Voodoo Woman',
  'Richard III',
  'Il sepolcro dei re',
  'Risen',
  'Circus of Fear',
  'The Ape Man',
  'Memory Lane',
  'A Warning to the Curious'],
 ['My Life So Far'],
 ['Call of Duty: Modern Warfare 3',
  'Dr. Who and the Daleks',
  'Justice League: War',
  'Drona',
  'The Sensei',
  'Big Jake',
  'The Wind in the Willows',
  'Bahubali: The Beginning',
  'The Smurfs',
  'Kingdom Hearts',
  'Megaforce',
  'The Wind in the Willows',
  'The Ring Two',
  'Warrior',
  'Bloody Mallory',
  'Superbabies: Baby Geniuses 2',
  'Young Hercules',
  "Daleks' Invasion Earth 2150 A.D.",
  'He-Man and She-Ra: A Christmas Special',
  'Ocean Girl'],
 ['Fish Tank'],
 ['The New World'],
 ['Jackie',
  'Tracks',
  'Creed',
  'Jaane Tu... Ya Jaane Na',
  'Moscow on the Hudson',
  'Ugly',
  'After the Sunset',
  "Billy Lynn's Long Halftime Walk",
  'Arrival',
  'The Wedding Ringer',
  'War Dogs',
  'Stolen Lives',
  'Joy',
  'Resurrecting the Champ',
  'Kung Fu Panda 3',
  'Lung Fu Moon',
  'Before Night Falls',
  'How to Deal',
  'Black',
  'The Ward'],
 ['The Haunted', 'Mama'],
 ['Assault on Precinct 13',
  'Contraband',
  'The Equalizer',
  'Max Payne',
  'Fracture',
  'Another 48 Hrs.',
  'Chaos',
  'Ransom',
  '48 Hrs.',
  'Panic Room',
  'Triple 9',
  'Mission: Impossible II',
  'Takers'],
 ['The Best Years of Our Lives', 'The Joy Luck Club', 'Kolja'],
 ['House Arrest',
  'Mr. & Mrs. Bridge',
  'The Five Senses',
  'Bella Martha',
  'Runaway Bride',
  'American Pastime'],
 ['Bitter Moon'],
 ['The Frozen Ground', 'La piscine'],
 ['The Forbidden Kingdom'],
 ['The Help'],
 ['No Strings Attached'],
 ['Bean',
  'Ri¢hie Ri¢h',
  "Ferris Bueller's Day Off",
  'The Rundown',
  'Clerks II',
  'Nacho Libre',
  'BASEketball',
  'Tommy Boy',
  "She's All That",
  'Beavis and Butt-Head Do America',
  "White Men Can't Jump"],
 ['The Inbetweeners Movie',
  'Extract',
  "National Lampoon's Christmas Vacation",
  'Rat Race',
  'Meet the Parents',
  'RV'],
 ['The Last Emperor',
  'Taste of Fear',
  'Rivals',
  'Shuttle',
  'Rizzoli & Isles',
  'Life Is Hot in Cracktown',
  'Moonshine Mountain',
  'A Murder of Crows',
  'Panic in the Streets',
  'To vlemma tou Odyssea',
  'White Tiger',
  'Il ritorno di Zanna Bianca',
  'Voodoo Woman',
  'Richard III',
  'Il sepolcro dei re',
  'Risen',
  'Circus of Fear',
  'The Ape Man',
  'Memory Lane',
  'A Warning to the Curious'],
 ['13 Ghosts',
  'An Innocent Man',
  'True Grit',
  'How to Make a Monster',
  "Christie's Revenge",
  'Girls Against Boys',
  'O thiasos',
  'The Gunfighter',
  'House of Wax',
  'Bang',
  'Hardwired',
  'Poison Ivy: The New Seduction',
  "Don't Go to Sleep",
  'Red River',
  'Le clan des Siciliens',
  'Paparazzi',
  'Board to Death',
  'Beloe solntse pustyni',
  'The Outlaw',
  'Paradise Now'],
 ['Ultraviolet'],
 ['The Initiation',
  'Summer of Sam',
  'Silverado',
  'The Baytown Outlaws',
  'Graduation Day',
  'Zulu Dawn',
  'Bronenosets Potyomkin',
  'Girls Nite Out',
  'Night Hunter',
  'Humanoids from the Deep',
  'Kiss Me Deadly',
  'Unhinged',
  'Intruder',
  'Hondo',
  'Warlock',
  'Magnum Force',
  'Slumber Party Massacre III',
  "L'ultimo squalo",
  'Silent Night, Deadly Night 5: The Toy Maker',
  'Deadly Blessing'],
 ['Dungeons & Dragons: The Book of Vile Darkness',
  'Little Caesar',
  'Busanhaeng',
  'Timber Falls',
  'A Most Violent Year',
  'Justice League: The New Frontier',
  "Uncharted 3: Drake's Deception",
  'The Simpsons: Hit & Run',
  'Bhutto',
  'Feeding Frenzy',
  'Fighting',
  "America's Dark Secrets Documentary",
  'Dinamite Jim',
  'Demonia',
  'Red: Werewolf Hunter',
  'Atlantic Rim',
  'The Giant Gila Monster',
  'Damage',
  'Deadly Eyes',
  "City Slickers II: The Legend of Curly's Gold"],
 ['Dead & Breakfast',
  'Sometimes They Come Back',
  "Killer's Kiss",
  "He Knows You're Alone",
  'Red State',
  'Daybreakers',
  'The Wicker Man',
  'My Bloody Valentine',
  'Dagon',
  'Detour',
  'Club Dread',
  'The Legend of the 7 Golden Vampires',
  'Laura',
  'Femme Fatale',
  'Mr. Arkadin',
  'Pumpkinhead',
  'The Three Musketeers',
  'Lady in the Lake',
  'Ardh Satya',
  'Chain Letter'],
 ['The Matador', 'Jungle Book', 'Igby Goes Down'],
 ['Seven Years in Tibet',
  'Gods and Generals',
  'Geronimo: An American Legend',
  'Story of G.I. Joe',
  'Beyond Rangoon',
  'Battle of the Bulge'],
 ['Dracula 2000', 'Nightbreed', 'The Healing'],
 ['Whale Rider',
  'Driving Miss Daisy',
  'Born on the Fourth of July',
  'December Boys'],
 ['A Cure for Wellness', 'Wind Chill', 'Season of the Witch'],
 ['Nayakan',
  'Trade',
  'Fury',
  'Ek Hasina Thi',
  'Walang hanggan',
  'Jimmy and Judy',
  'Agneepath',
  'Man of Tai Chi',
  'Gunfighters',
  'Three Came Home',
  'Azumi',
  'Valentine',
  'London Boulevard',
  'The Good Earth',
  'Vaastav: The Reality',
  'The Crossing Guard',
  'Le divorce',
  'Koyla',
  'Sssshhh...',
  'Jigoku shôjo'],
 ['Saints and Soldiers',
  'Peacock',
  'Hollow Man II',
  'Wrecked',
  'Be Cool',
  'The Offence',
  'A Deadly Adoption',
  'Necronomicon',
  'Woman in Gold',
  'Passage to Marseille',
  'Black Angel',
  'Basic',
  'The Stepfather',
  'Notorious',
  'Fatal Vision',
  'Black Sea',
  'La hora cero',
  'Beatrice Cenci',
  'Slow Burn',
  'Nemesis Game'],
 ['The Amazing Spider-Man', 'G.I. Joe: The Rise of Cobra'],
 ['Paddington',
  'Better Call Saul',
  'The Thrill of It All',
  'Stir Crazy',
  'Stalag 17',
  'The Witches of Eastwick',
  'King of the Zombies',
  'Open Season 3',
  'Do You Like My Basement',
  'Mr. & Mrs. Smith',
  'How to Steal a Million',
  'The Game Plan',
  'The Inbetweeners 2',
  'Hannah and Her Sisters',
  "St. Trinian's",
  'Rare Exports',
  'Silent Movie',
  'Drumline',
  'Take Me Home Tonight',
  'Carnal Knowledge'],
 ['Victoria',
  "L'illusionniste",
  'The Great Gatsby',
  'M. Butterfly',
  "Monster's Ball",
  'The Mission',
  'Ukigumo',
  'Dying Young',
  'Eloïse',
  'La Bamba',
  'The War',
  'El Norte',
  'Albert Nobbs',
  'Sweet Charity',
  'Karnan',
  'Streetwise',
  'Leviafan',
  'Julius Caesar',
  'Marie Antoinette',
  'Antony & Cleopatra'],
 ['The Shop Around the Corner',
  'I vitelloni',
  'Hotel Chevalier',
  'Bloomington',
  '14 Going on 30',
  'Four Christmases',
  'The F Word',
  'Partition',
  'Prom',
  'Enthiran',
  'Becoming Jane',
  'Trainwreck',
  'Selvi Boylum Al Yazmalim',
  'Starting Out in the Evening',
  'Love at First Bite',
  'The Last Picture Show',
  "Bon Voyage, Charlie Brown (and Don't Come Back!!)",
  'Grease 2',
  'Great Expectations',
  'Keith'],
 ['War Room',
  "Evolution's Achilles' Heels",
  'To Save a Life',
  "Monumental: In Search of America's National Treasure",
  'Heaven Is for Real',
  "I'm in Love with a Church Girl",
  'Fireproof',
  "God's Not Dead 2",
  'October Baby',
  'The War Within',
  'The Prodigal Planet',
  'A Thief in the Night',
  'Left Behind',
  'Noah',
  'Time Changer',
  'Image of the Beast',
  'Luther',
  'The Cross and the Switchblade',
  'The Investigator',
  "Pilgrim's Progress"],
 ['Invasion of the Bee Girls'],
 ['Batman Beyond: Return of the Joker'],
 ['Alien'],
 ['The Shop Around the Corner',
  'I vitelloni',
  'Hotel Chevalier',
  'Bloomington',
  '14 Going on 30',
  'Four Christmases',
  'The F Word',
  'Partition',
  'Prom',
  'Enthiran',
  'Becoming Jane',
  'Trainwreck',
  'Selvi Boylum Al Yazmalim',
  'Starting Out in the Evening',
  'Love at First Bite',
  'The Last Picture Show',
  "Bon Voyage, Charlie Brown (and Don't Come Back!!)",
  'Grease 2',
  'Great Expectations',
  'Keith'],
 ['Spud',
  'Ghost Town',
  'Failure to Launch',
  'Pitch Perfect',
  'City Slickers',
  'Aliens in the Attic',
  'Nebraska',
  'The North Avenue Irregulars',
  'The Pink Panther Strikes Again',
  'The Change-Up',
  'For the Birds',
  "Man's Favorite Sport?",
  'Veronica Mars',
  'Over the Hedge',
  'Littleman',
  'My Life in Ruins',
  'G-Force',
  "Brewster's Millions",
  "L'umanoide",
  'Mexican Hayride'],
 ['Dungeons & Dragons: The Book of Vile Darkness',
  'Little Caesar',
  'Busanhaeng',
  'Timber Falls',
  'A Most Violent Year',
  'Justice League: The New Frontier',
  "Uncharted 3: Drake's Deception",
  'The Simpsons: Hit & Run',
  'Bhutto',
  'Feeding Frenzy',
  'Fighting',
  "America's Dark Secrets Documentary",
  'Dinamite Jim',
  'Demonia',
  'Red: Werewolf Hunter',
  'Atlantic Rim',
  'The Giant Gila Monster',
  'Damage',
  'Deadly Eyes',
  "City Slickers II: The Legend of Curly's Gold"],
 ['The Core',
  'The Land Before Time V: The Mysterious Island',
  'Long-Haired Hare',
  'UFO: Target Earth',
  "It's Magic, Charlie Brown",
  'Ballot Box Bunny',
  'La cabina',
  'Big House Bunny',
  'Tai yang zhao chang sheng qi',
  "Rabbit's Kin",
  'Hey, Happy!',
  'The Prodigy',
  'A Boy Named Charlie Brown',
  'Village of the Giants',
  'Magical Mystery Tour',
  'The Grasshopper and the Ants',
  'Delgo',
  'Die Ehe der Maria Braun',
  'One Froggy Evening',
  'The Great Mouse Detective'],
 ['Now, Voyager', 'On a Clear Day You Can See Forever'],
 ['The Last Emperor',
  'Taste of Fear',
  'Rivals',
  'Shuttle',
  'Rizzoli & Isles',
  'Life Is Hot in Cracktown',
  'Moonshine Mountain',
  'A Murder of Crows',
  'Panic in the Streets',
  'To vlemma tou Odyssea',
  'White Tiger',
  'Il ritorno di Zanna Bianca',
  'Voodoo Woman',
  'Richard III',
  'Il sepolcro dei re',
  'Risen',
  'Circus of Fear',
  'The Ape Man',
  'Memory Lane',
  'A Warning to the Curious'],
 ['Dungeons & Dragons: The Book of Vile Darkness',
  'Little Caesar',
  'Busanhaeng',
  'Timber Falls',
  'A Most Violent Year',
  'Justice League: The New Frontier',
  "Uncharted 3: Drake's Deception",
  'The Simpsons: Hit & Run',
  'Bhutto',
  'Feeding Frenzy',
  'Fighting',
  "America's Dark Secrets Documentary",
  'Dinamite Jim',
  'Demonia',
  'Red: Werewolf Hunter',
  'Atlantic Rim',
  'The Giant Gila Monster',
  'Damage',
  'Deadly Eyes',
  "City Slickers II: The Legend of Curly's Gold"],
 ['Stella',
  'Rolling',
  'Nae meorisokui jiwoogae',
  'Two for the Seesaw',
  'Cruel Intentions 2',
  'Action of the Tiger',
  'Flight',
  'Born to Win',
  'Strangers When We Meet',
  'Something Wild',
  'Brooklyn',
  'Impact',
  'Mermaid',
  'The Lonely Lady',
  'Laberinto de pasiones',
  'Kal Ho Naa Ho',
  'Intermezzo: A Love Story',
  'Gas, Food Lodging',
  'Nothing in Common',
  'The Little Princess'],
 ['The Men Who Stare at Goats'],
 ['Strangers on a Train'],
 ['Die Hard with a Vengeance', 'Die Hard'],
 ['Red Dead Redemption',
  'Quigley Down Under',
  'Man of Tai Chi',
  'Tarazu',
  'Samson and Delilah',
  'Valentine',
  'Jigoku shôjo',
  'Black Moon Rising',
  'Highlander: Endgame',
  'Hour of the Gun'],
 ['Dungeons & Dragons: The Book of Vile Darkness',
  'Little Caesar',
  'Busanhaeng',
  'Timber Falls',
  'A Most Violent Year',
  'Justice League: The New Frontier',
  "Uncharted 3: Drake's Deception",
  'The Simpsons: Hit & Run',
  'Bhutto',
  'Feeding Frenzy',
  'Fighting',
  "America's Dark Secrets Documentary",
  'Dinamite Jim',
  'Demonia',
  'Red: Werewolf Hunter',
  'Atlantic Rim',
  'The Giant Gila Monster',
  'Damage',
  'Deadly Eyes',
  "City Slickers II: The Legend of Curly's Gold"],
 ['The Bourne Legacy', 'Unknown'],
 ['The Wanderers',
  'Red Shoe Diaries',
  'Silsila',
  'Les parapluies de Cherbourg',
  'Mannequin',
  'Five Easy Pieces',
  'The Pirate',
  'Country Strong',
  'The Beast with a Million Eyes',
  'Earth Girls Are Easy',
  'The Rescuers Down Under',
  'Stand by Me Doraemon',
  'Stranger in Our House',
  'Electric Dreams',
  'The Pebble and the Penguin',
  'Tomboy',
  'As Time Goes by',
  'Lage Raho Munna Bhai',
  'Little Darlings',
  'Forever Young'],
 ['Hatari!',
  'Titan A.E.',
  'The Hard Corps',
  'Papillon',
  'Universal Soldier: The Return',
  'The Yakuza',
  'Rebel Without a Cause',
  'Bloody Birthday',
  'The Charge of the Light Brigade',
  'The Minion',
  'Dragon: The Bruce Lee Story',
  'Yeti: A Love Story'],
 ['Under Siege', 'Predator', 'Assassination'],
 ['W.'],
 ['El espinazo del diablo'],
 ['Big Nothing'],
 ['Dom Hemingway',
  'My Bodyguard',
  'Peter & the Wolf',
  'Stand Up Guys',
  'The Beast of War',
  "Fool's Fire",
  '12 and Holding',
  'Five the Hard Way',
  'Van Wilder: Freshman Year',
  'Beta House',
  'Revenge',
  'Trick or Treat',
  'Avenging Angel',
  'Cat Ballou',
  'Meet the Robinsons',
  'The Highwayman',
  'Butterfly on a Wheel',
  'Kokuhaku',
  'The Bravados',
  'Películas para no dormir: Cuento de navidad'],
 ['The Last Emperor',
  'Taste of Fear',
  'Rivals',
  'Shuttle',
  'Rizzoli & Isles',
  'Life Is Hot in Cracktown',
  'Moonshine Mountain',
  'A Murder of Crows',
  'Panic in the Streets',
  'To vlemma tou Odyssea',
  'White Tiger',
  'Il ritorno di Zanna Bianca',
  'Voodoo Woman',
  'Richard III',
  'Il sepolcro dei re',
  'Risen',
  'Circus of Fear',
  'The Ape Man',
  'Memory Lane',
  'A Warning to the Curious'],
 ['Kapringen', 'The Ides of March', 'The Insider', 'Argo'],
 ["The Devil's Double",
  'The Untouchables',
  'September Dawn',
  'How the West Was Won'],
 ['Fantastic Voyage', 'The Poseidon Adventure', 'Fitzcarraldo'],
 ['The Mentalist',
  'Storm of the Century',
  '1',
  'Curse of the Black Widow',
  'Fallen Angel',
  'Something Weird',
  'Silent Night, Deadly Night 3: Better Watch Out!',
  'Mine Games',
  'La comtesse noire',
  'The Case of the Whitechapel Vampire',
  'The Medusa Touch',
  'High Anxiety',
  'Fateful Findings',
  'Skullduggery',
  'The Dead Zone',
  'Tales of the Third Dimension',
  'Demonoid: Messenger of Death',
  'Blood Link',
  'Unfriended 2',
  "It's a Wonderful Afterlife"],
 ['Dog Day Afternoon'],
 ['Moonstruck', 'Letters to Juliet', 'The Wedding Planner'],
 ['Mad Max 2'],
 ['Antares',
  'Il miele del diavolo',
  'Heaven Help Us',
  'Razor Blade Smile',
  'Tau chut',
  'Gam yuk fung wan II: To faan',
  'Cardinal',
  'The Badlanders',
  'Invisible Agent',
  'Territories',
  'The Lords of Discipline',
  'Passion',
  'Sultanat',
  'High School DxD'],
 ['A Boy and His Dog'],
 ["Cat's Eye"],
 ['The Shop Around the Corner',
  'I vitelloni',
  'Hotel Chevalier',
  'Bloomington',
  '14 Going on 30',
  'Four Christmases',
  'The F Word',
  'Partition',
  'Prom',
  'Enthiran',
  'Becoming Jane',
  'Trainwreck',
  'Selvi Boylum Al Yazmalim',
  'Starting Out in the Evening',
  'Love at First Bite',
  'The Last Picture Show',
  "Bon Voyage, Charlie Brown (and Don't Come Back!!)",
  'Grease 2',
  'Great Expectations',
  'Keith'],
 ['The Wolf Man', 'The Hand'],
 ['Sinbad and the Eye of the Tiger',
  'All Dogs Go to Heaven',
  'Trick or Treat'],
 ['Bowling for Columbine'],
 ['Tenacious D in The Pick of Destiny', 'Nacho Libre'],
 ['Fuk sau che chi sei',
  'Conquest',
  'The Final',
  'I Drink Your Blood',
  'Vile',
  'I Spit on Your Grave 2',
  'The Rebel Rousers',
  'Eye for an Eye',
  'Sade',
  'Descent',
  'A Prayer for the Dying',
  'The Mechanik',
  'Operation Rogue',
  'Kane & Lynch 2: Dog Days',
  'La svastica nel ventre',
  'Edward II',
  'Borsalino and Co.',
  'Valdez Is Coming'],
 ['Twilight'],
 ['Guardians of the Galaxy'],
 ['Captain America: The Winter Soldier', 'Passenger 57'],
 ['The Hamiltons'],
 ['Asoka',
  'Le temps du loup',
  'Foxcatcher',
  'Gandhi',
  'The Shock Doctrine',
  'Gettysburg'],
 ['Bataan',
  'A Perfect World',
  'Zatôichi monogatari',
  'Vampires: The Turning',
  'Purple Rain',
  'Revolution',
  'Wild Geese II',
  'The Sand Pebbles',
  'Fright Night',
  'The Deadly Spawn',
  'C.H.U.D.',
  'Subspecies',
  'Boy Eats Girl',
  'Inferno in diretta',
  'Undisputed II: Last Man Standing',
  'Tuff Turf',
  'Maximum Overdrive',
  'Vampires: Los Muertos',
  'Leprechaun in the Hood',
  'King Creole'],
 ['Henry: Portrait of a Serial Killer', 'Friday the 13th: The Final Chapter'],
 ['In Time'],
 ['Night of the Lepus',
  'Avenging Angel',
  'Orgy of the Dead',
  'Fort Apache',
  'Birdemic: Shock and Terror',
  'This Island Earth',
  'Blood & Donuts',
  'Chemical Wedding',
  'Stop Making Sense',
  'The Runaways',
  'I Bury the Living',
  'Colossus: The Forbin Project',
  "Don't Tell Mom the Babysitter's Dead",
  'Night of the Ghouls',
  'Invaders from Mars',
  'Rock Star',
  'Cult of the Cobra',
  'WrestleMania X-Seven',
  'Time Chasers',
  'The Sound of Music'],
 ['The Shop Around the Corner',
  'I vitelloni',
  'Hotel Chevalier',
  'Bloomington',
  '14 Going on 30',
  'Four Christmases',
  'The F Word',
  'Partition',
  'Prom',
  'Enthiran',
  'Becoming Jane',
  'Trainwreck',
  'Selvi Boylum Al Yazmalim',
  'Starting Out in the Evening',
  'Love at First Bite',
  'The Last Picture Show',
  "Bon Voyage, Charlie Brown (and Don't Come Back!!)",
  'Grease 2',
  'Great Expectations',
  'Keith'],
 ['The Mummy: Tomb of the Dragon Emperor',
  'Escape from Alcatraz',
  'Unearthed',
  'Hard Luck',
  'Ides of March',
  'Sniper 2',
  'Night of the Living 3D Dead',
  'Undertow',
  'Perversion',
  'Stone Cold',
  'Operation Crossbow',
  'Agni Natchathiram',
  'The Eliminator',
  'Sniper',
  'Dai-bosatsu tôge',
  'Within',
  'Hell and High Water',
  'Endangered Species',
  'Reservoir Dogs',
  'Bulletproof Monk'],
 ['Natural Born Killers'],
 ['This Means War',
  'The Assignment',
  'Death Race 2',
  'Mechanic: Resurrection',
  'Bailout: The Age of Greed',
  "I'll Sleep When I'm Dead",
  'The Punisher: Dirty Laundry',
  'The Cry Baby Killer',
  'For Your Eyes Only',
  'Shanghai Knights',
  'The Wild Geese',
  'Enemies Closer',
  'Unfriended',
  'Red Dawn',
  'Defiance',
  'Metro',
  'RED 2',
  'Walking Tall Part II',
  'The Walking Dead: The Game - Season 2',
  'Hung fan kui'],
 ['The Last Emperor',
  'Taste of Fear',
  'Rivals',
  'Shuttle',
  'Rizzoli & Isles',
  'Life Is Hot in Cracktown',
  'Moonshine Mountain',
  'A Murder of Crows',
  'Panic in the Streets',
  'To vlemma tou Odyssea',
  'White Tiger',
  'Il ritorno di Zanna Bianca',
  'Voodoo Woman',
  'Richard III',
  'Il sepolcro dei re',
  'Risen',
  'Circus of Fear',
  'The Ape Man',
  'Memory Lane',
  'A Warning to the Curious'],
 ['Until Death',
  'Sicario',
  'Tightrope',
  'Bring Me the Head of Alfredo Garcia',
  'Skin Trade'],
 ['Night of the Lepus',
  'Avenging Angel',
  'Orgy of the Dead',
  'Fort Apache',
  'Birdemic: Shock and Terror',
  'This Island Earth',
  'Blood & Donuts',
  'Chemical Wedding',
  'Stop Making Sense',
  'The Runaways',
  'I Bury the Living',
  'Colossus: The Forbin Project',
  "Don't Tell Mom the Babysitter's Dead",
  'Night of the Ghouls',
  'Invaders from Mars',
  'Rock Star',
  'Cult of the Cobra',
  'WrestleMania X-Seven',
  'Time Chasers',
  'The Sound of Music'],
 ['Final Destination 3', 'Jason Goes to Hell: The Final Friday'],
 ['Psycho IV: The Beginning',
  'Psycho III',
  'Ghosts of Mars',
  'Oculus',
  'Nekromantik 2',
  'Pen choo kab pee',
  'Phantom',
  'Red Sands',
  'The Shining',
  'Thr3e',
  'Murder in the First',
  'The Dunwich Horror',
  'Fratello sole, sorella luna',
  'The Enforcer',
  'Silent Hill 2'],
 ['Until Death',
  'Sicario',
  'Contraband',
  'Max Payne',
  'Triple 9',
  'Fresh',
  'Skin Trade',
  'Takers',
  "The Devil's Own"],
 ['The Last Emperor',
  'Taste of Fear',
  'Rivals',
  'Shuttle',
  'Rizzoli & Isles',
  'Life Is Hot in Cracktown',
  'Moonshine Mountain',
  'A Murder of Crows',
  'Panic in the Streets',
  'To vlemma tou Odyssea',
  'White Tiger',
  'Il ritorno di Zanna Bianca',
  'Voodoo Woman',
  'Richard III',
  'Il sepolcro dei re',
  'Risen',
  'Circus of Fear',
  'The Ape Man',
  'Memory Lane',
  'A Warning to the Curious'],
 ['The Addiction',
  'Summer of Sam',
  'Silverado',
  'The Baytown Outlaws',
  'Graduation Day',
  'Zulu Dawn',
  'Bronenosets Potyomkin',
  'Girls Nite Out',
  'Night Hunter',
  'Humanoids from the Deep',
  'Kiss Me Deadly',
  'Unhinged',
  'Intruder',
  'Hondo',
  'Warlock',
  'Magnum Force',
  'Slumber Party Massacre III',
  "L'ultimo squalo",
  'Silent Night, Deadly Night 5: The Toy Maker',
  'Deadly Blessing'],
 ['Bugsy',
  'Angel and the Badman',
  'The Assignment',
  'Whiskey Tango Foxtrot',
  'Stolen',
  'Under Siege 2: Dark Territory',
  'Everly',
  'Death Race 2',
  'Bandidas',
  'Mechanic: Resurrection',
  'Bailout: The Age of Greed',
  'Bastille Day',
  'Calvary',
  "I'll Sleep When I'm Dead",
  'The Expendables 3',
  'The Punisher: Dirty Laundry',
  'Innocent Blood',
  'The Cry Baby Killer',
  'For Your Eyes Only',
  'The Hard Word'],
 ['Manhunter'],
 ['The Canterville Ghost'],
 ['Dead & Breakfast',
  'Sometimes They Come Back',
  "Killer's Kiss",
  "He Knows You're Alone",
  'Red State',
  'Dagon',
  'Detour',
  'Lady in the Lake',
  'Ardh Satya',
  'The Pink Panther',
  'Anonymous Rex',
  'Kristy'],
 ['The Final Destination',
  'Star Trek: Nemesis',
  'Starship Troopers 2: Hero of the Federation',
  'Hitman: Contracts',
  'The Forsaken',
  'Horror of the Blood Monsters',
  'Captivity',
  'Crazy Eights',
  'Southpaw',
  'Mou gaan dou III: Jung gik mou gaan',
  'Headshot',
  'The Descent: Part 2',
  'Planet Hulk',
  'Cover Me: Based on the True Life of an FBI Family',
  'Way of the Vampire',
  'Syphon Filter 3',
  'Nattens engel',
  'Cass',
  'Deux frères',
  'Night of the Demons'],
 ['Antikörper'],
 ['Jungledyret', 'At Play in the Fields of the Lord', 'Sweetie'],
 ['The Uninvited'],
 ['17 Again',
  'Despicable Me 2',
  'Rangeela',
  'Dr. Prakash Baba Amte: The Real Hero',
  'Living Single',
  'Too Hot to Handle'],
 ['BioShock',
  'Eureka',
  'A.W.O.L',
  'Doodlebug',
  'My Little Pony: Equestria Girls',
  'Man Down',
  'The Lathe of Heaven',
  'SS-GB',
  'Timecop',
  'Straight Story',
  'Soul Survivors',
  'Defending Your Life',
  "Ri¢hie Ri¢h's Christmas Wish",
  'Lost in Austen',
  'Hot Wheels Highway 35 World Race',
  'Our Friend, Martin',
  'Land of the Lost'],
 ['In & Out',
  'Coming Out',
  'Get Real',
  'Victor Victoria',
  'The Four-Faced Liar',
  "Improvvisamente l'inverno scorso",
  'Ma vie en rose',
  'Desert Hearts',
  'XXY',
  'Wilde',
  'Auntie Mame',
  'G.B.F.',
  "It's My Party",
  'Concussion',
  'Pariah',
  'Gazon maudit',
  'Paris Is Burning',
  'One Nation Under God',
  'Chuppan Chupai',
  'I Shot Andy Warhol'],
 ['Krrish 3', 'Hercules', 'Suhaag', 'Janbaaz'],
 ['Noel',
  'Fireflies in the Garden',
  'The Night of the Iguana',
  'Kramer vs. Kramer',
  'Mammoth',
  'Interview',
  'Invictus',
  'The Last Hangman',
  'The Wrong Man',
  'Bang the Drum Slowly',
  'Magic & Bird: A Courtship of Rivals',
  'Jane Eyre',
  'Admiral',
  'Shijie',
  'Ke tu qiu hen',
  'Prayers for Bobby',
  'Eu Não Quero Voltar Sozinho',
  "Look Who's Talking Too",
  'Marion Bridge',
  'Z.P.G.'],
 ['Crimson Tide', 'Duel', 'Anaconda'],
 ['Teenage Mutant Ninja Turtles: Out of the Shadows'],
 ['Brokeback Mountain'],
 ["A Hard Day's Night",
  "Muriel's Wedding",
  'Four Rooms',
  'Irma Vep',
  'The Horribly Slow Murderer with the Extremely Inefficient Weapon',
  '¡Vampiros en La Habana!',
  'The American Astronaut',
  "It Couldn't Happen Here",
  'Volcano',
  'Tales from the Gimli Hospital',
  'Buzz Lightyear of Star Command: The Adventure Begins',
  'Monkeybone',
  'Mystery Men'],
 ['In a Lonely Place', 'Undertow'],
 ['Tamara', 'Fright Night', 'Jack Be Nimble'],
 ['Desperado'],
 ['Shrek 2'],
 ['Kozure Ôkami: Sanzu no kawa no ubaguruma',
  'Ercole al centro della Terra',
  'Kozure Ôkami: Shinikazeni mukau ubaguruma',
  'Zombi 3',
  'Kozure Ôkami: Oya no kokoro ko no kokoro',
  'Superman IV: The Quest for Peace',
  'Mass Effect 2',
  'Ammoru',
  'Doragon bôru Z: Tobikkiri no saikyô tai saikyô',
  'Captain America: Super Soldier',
  'Battleship',
  'Mortal Kombat: Defenders of the Realm',
  'G.I. Joe: The Rise of Cobra',
  'Thor: God of Thunder',
  'Doragon bôru Z: Sûpâ saiyajin da Son Gokû',
  'The World Is Not Enough',
  'Clash of the Titans',
  'Fist of the North Star',
  'The Spy with My Face',
  'Babes in Toyland'],
 ['Begin Again',
  'Brief Encounter',
  'North Country',
  'How to Make an American Quilt',
  'Neko no ongaeshi',
  'The Good Mother',
  'Anbe Sivam',
  "C'eravamo tanto amati",
  'The Naked Mile',
  'Fainaru fantajî sebun adobento chirudoren',
  'Jenseits der Stille',
  'The Fighting Temptations',
  'The Vow',
  'Away from Her',
  'Gods and Monsters',
  'Copying Beethoven',
  'Saawariya',
  'Sex and the City',
  'Chaos Theory',
  'Eating Out'],
 ['Targets', 'The Towering Inferno', 'Gabriel Knight: Sins of the Fathers'],
 ['Matilda'],
 ['Paddington',
  'Better Call Saul',
  'The Thrill of It All',
  'Stir Crazy',
  'Stalag 17',
  'The Witches of Eastwick',
  'King of the Zombies',
  'Open Season 3',
  'Do You Like My Basement',
  'Mr. & Mrs. Smith',
  'How to Steal a Million',
  'The Game Plan',
  'The Inbetweeners 2',
  'Hannah and Her Sisters',
  "St. Trinian's",
  'Rare Exports',
  'Silent Movie',
  'Drumline',
  'Take Me Home Tonight',
  'Carnal Knowledge'],
 ['Wild Hogs',
  "That's My Boy",
  'Love Happy',
  "We're the Millers",
  'Spice World',
  'Hammer & Tickle',
  'High School Musical 2',
  'Le papillon',
  'The Adventures of Pluto Nash',
  'In a World...',
  'Mega Shark vs. Giant Octopus',
  'Uncle Buck',
  'Horrible Bosses 2',
  'Evan Almighty',
  'Partner',
  "My Best Friend's Girl",
  'Spies Like Us',
  'The League',
  'Tu cara me suena',
  'The Martian'],
 ['The Bourne Supremacy', 'The Kingdom'],
 ['Zombie Honeymoon',
  'The Finest Hours',
  'A Star Is Born',
  'The Man with the Golden Arm',
  'La belle personne',
  'Romeo and Juliet',
  'Baabul',
  'A Summer Story',
  'Romeo i Dzhulyetta',
  "The French Lieutenant's Woman",
  'The Red and the Black',
  'Henna',
  'Pocahontas',
  'Gable and Lombard',
  'Othello',
  'Ek Duuje Ke Liye',
  'Pollock',
  'Monsieur Lazhar',
  'Romeo & Juliet',
  'Romeo and Juliet'],
 ['Momentum',
  'Hesher',
  'Escape Plan',
  'Riddick',
  'The Tournament',
  'Showdown in Little Tokyo',
  'Bloodsport',
  'The Nice Guys',
  'Kick-Ass 2',
  'Spy',
  'The Package',
  'Hard Target 2',
  'The Killer Elite'],
 ['Narc'],
 ['The Wrong Trousers',
  '101 Dalmatians',
  'Madagascar',
  'The Curse of the Were-Rabbit',
  'Major League',
  'A Grand Day Out',
  'A Close Shave'],
 ['Night of the Lepus',
  'Avenging Angel',
  'Orgy of the Dead',
  'Fort Apache',
  'Birdemic: Shock and Terror',
  'This Island Earth',
  'Blood & Donuts',
  'Chemical Wedding',
  'Stop Making Sense',
  'The Runaways',
  'I Bury the Living',
  'Colossus: The Forbin Project',
  "Don't Tell Mom the Babysitter's Dead",
  'Night of the Ghouls',
  'Invaders from Mars',
  'Rock Star',
  'Cult of the Cobra',
  'WrestleMania X-Seven',
  'Time Chasers',
  'The Sound of Music'],
 ['The Shop Around the Corner',
  'I vitelloni',
  'Hotel Chevalier',
  'Bloomington',
  '14 Going on 30',
  'Four Christmases',
  'The F Word',
  'Partition',
  'Prom',
  'Enthiran',
  'Becoming Jane',
  'Trainwreck',
  'Selvi Boylum Al Yazmalim',
  'Starting Out in the Evening',
  'Love at First Bite',
  'The Last Picture Show',
  "Bon Voyage, Charlie Brown (and Don't Come Back!!)",
  'Grease 2',
  'Great Expectations',
  'Keith'],
 ['Paul Blart: Mall Cop'],
 ['Die Säge des Todes', 'Luca il contrabbandiere'],
 ['Along Came a Spider', 'The Big Sleep', 'Loft', 'Time Lapse'],
 ['Kozure Ôkami: Sanzu no kawa no ubaguruma',
  'Ercole al centro della Terra',
  'Kozure Ôkami: Shinikazeni mukau ubaguruma',
  'Zombi 3',
  'Kozure Ôkami: Oya no kokoro ko no kokoro',
  'Superman IV: The Quest for Peace',
  'Mass Effect 2',
  'Ammoru',
  'Doragon bôru Z: Tobikkiri no saikyô tai saikyô',
  'Captain America: Super Soldier',
  'Battleship',
  'Mortal Kombat: Defenders of the Realm',
  'G.I. Joe: The Rise of Cobra',
  'Thor: God of Thunder',
  'Doragon bôru Z: Sûpâ saiyajin da Son Gokû',
  'The World Is Not Enough',
  'Clash of the Titans',
  'Fist of the North Star',
  'The Spy with My Face',
  'Babes in Toyland'],
 ["Assassin's Creed IV: Black Flag",
  'The Monuments Men',
  'Biker Boyz',
  'My Favorite Year',
  'Vertical Limit',
  'Ice Age: Continental Drift',
  'Mutiny on the Bounty',
  'Treasure Island',
  'The Prince and the Pauper',
  'Wing Commander',
  'Cartouche',
  'Muppet Treasure Island',
  "The Gallopin' Gaucho",
  'Mutiny on the Bounty',
  'Snow White and the Three Stooges',
  "La fille de d'Artagnan",
  'The Exile',
  'The Black Rose',
  'The Master of Ballantrae',
  'Kidnapped'],
 ['Sharknado'],
 ['Per un pugno di dollari'],
 ['The Last Emperor',
  'Taste of Fear',
  'Rivals',
  'Shuttle',
  'Rizzoli & Isles',
  'Life Is Hot in Cracktown',
  'Moonshine Mountain',
  'A Murder of Crows',
  'Panic in the Streets',
  'To vlemma tou Odyssea',
  'White Tiger',
  'Il ritorno di Zanna Bianca',
  'Voodoo Woman',
  'Richard III',
  'Il sepolcro dei re',
  'Risen',
  'Circus of Fear',
  'The Ape Man',
  'Memory Lane',
  'A Warning to the Curious'],
 ['Il compleanno',
  'Faintheart',
  'Collateral Beauty',
  'Gracie',
  'Very Young Girls',
  'No Reservations',
  "J'ai tué ma mère",
  'Into the Forest',
  'If I Had My Way',
  'Meu Nome Não É Johnny',
  'White Noise 2: The Light',
  'The Queen of Versailles',
  'Amateur Night',
  'My Girl 2',
  'Corrina, Corrina',
  'The Reconstruction of William Zero',
  'Justin Bieber: Never Say Never',
  'Sound and Fury'],
 ['Broken Blossoms or The Yellow Man and the Girl',
  'The Ten Commandments',
  'Attila',
  'Cleopatra',
  'Maniac',
  'The Killer Inside Me',
  'Melinda',
  'Shane'],
 ['Confessions of a Shopaholic',
  "She's Out of My League",
  'Imagine Me & You',
  'Stuck in Love'],
 ['The Last King of Scotland'],
 ['Dnevnoy dozor'],
 ['Nine to Five',
  'Phir Bhi Dil Hai Hindustani',
  'Borderlands 2',
  'Plunkett & Macleane',
  'The Distinguished Gentleman',
  "Mimì metallurgico ferito nell'onore",
  'Brother Bear',
  'Rocket Singh: Salesman of the Year'],
 ['I, Frankenstein',
  'Thor: The Dark World',
  'The Last Witch Hunter',
  'Transformers: Age of Extinction',
  'Resident Evil: Afterlife'],
 ['Patton'],
 ['Monty Python and the Holy Grail',
  'The Meaning of Life',
  "Mr. Mike's Mondo Video"],
 ['Mission: Impossible III'],
 ['Jackie',
  'Tracks',
  'Creed',
  'Jaane Tu... Ya Jaane Na',
  'Moscow on the Hudson',
  'Ugly',
  'After the Sunset',
  "Billy Lynn's Long Halftime Walk",
  'Arrival',
  'The Wedding Ringer',
  'War Dogs',
  'Stolen Lives',
  'Joy',
  'Resurrecting the Champ',
  'Kung Fu Panda 3',
  'Lung Fu Moon',
  'Before Night Falls',
  'How to Deal',
  'Black',
  'The Ward'],
 ["Miller's Crossing"],
 ['Reservoir Dogs'],
 ['Gölgesizler'],
 ['Steel',
  'Willie Dynamite',
  'A Low Down Dirty Shame',
  'The Cool World',
  'Boss Nigger'],
 ['Tristan + Isolde', 'Moon Child', 'La saga: Negocio de familia'],
 ['The A-Team'],
 ['Star Wars: Episode V - The Empire Strikes Back'],
 ['Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb'],
 ['The Opposite of Sex', 'Lord Love a Duck', 'The Little Shop of Horrors'],
 ['Novecento', 'Return to House on Haunted Hill'],
 ['Wild Hogs',
  "That's My Boy",
  'Love Happy',
  "We're the Millers",
  'Spice World',
  'Hammer & Tickle',
  'High School Musical 2',
  'Le papillon',
  'The Adventures of Pluto Nash',
  'In a World...',
  'Mega Shark vs. Giant Octopus',
  'Uncle Buck',
  'Horrible Bosses 2',
  'Evan Almighty',
  'Partner',
  "My Best Friend's Girl",
  'Spies Like Us',
  'The League',
  'Tu cara me suena',
  'The Martian'],
 ['Idle Hands', 'The Heat'],
 ['The Core',
  'The Land Before Time V: The Mysterious Island',
  'Long-Haired Hare',
  'UFO: Target Earth',
  "It's Magic, Charlie Brown",
  'Ballot Box Bunny',
  'La cabina',
  'Big House Bunny',
  'Tai yang zhao chang sheng qi',
  "Rabbit's Kin",
  'Hey, Happy!',
  'The Prodigy',
  'A Boy Named Charlie Brown',
  'Village of the Giants',
  'Magical Mystery Tour',
  'The Grasshopper and the Ants',
  'Delgo',
  'Die Ehe der Maria Braun',
  'One Froggy Evening',
  'The Great Mouse Detective'],
 ['Forrest Gump'],
 ['Revolver'],
 ['Paddington',
  'Better Call Saul',
  'The Thrill of It All',
  'Stir Crazy',
  'Stalag 17',
  'The Witches of Eastwick',
  'King of the Zombies',
  'Open Season 3',
  'Do You Like My Basement',
  'Mr. & Mrs. Smith',
  'How to Steal a Million',
  'The Game Plan',
  'The Inbetweeners 2',
  'Hannah and Her Sisters',
  "St. Trinian's",
  'Rare Exports',
  'Silent Movie',
  'Drumline',
  'Take Me Home Tonight',
  'Carnal Knowledge'],
 ['Il postino',
  'Wall Street: Money Never Sleeps',
  'Return to the Blue Lagoon',
  'The Queen',
  'Linda Linda Linda',
  "It's Complicated",
  'The Winslow Boy',
  'Open Water',
  'Pina',
  'Freezer',
  'Juno and the Paycock',
  'Big Miracle',
  'To the Wonder',
  'Let It Ride',
  'The Trigger Effect',
  'Somewhere',
  'Like Crazy',
  'Scotland, Pa.',
  '633 Squadron',
  'Daddy Day Camp'],
 ['All About Eve', 'Les invasions barbares'],
 ['The Transporter'],
 ['Clash of the Titans',
  'Yi tin to lung gei: Moh gaau gaau jue',
  'Dazed and Confused'],
 ['Jackie',
  'Tracks',
  'Creed',
  'Jaane Tu... Ya Jaane Na',
  'Moscow on the Hudson',
  'Ugly',
  'After the Sunset',
  "Billy Lynn's Long Halftime Walk",
  'Arrival',
  'The Wedding Ringer',
  'War Dogs',
  'Stolen Lives',
  'Joy',
  'Resurrecting the Champ',
  'Kung Fu Panda 3',
  'Lung Fu Moon',
  'Before Night Falls',
  'How to Deal',
  'Black',
  'The Ward'],
 ['The Shop Around the Corner',
  'I vitelloni',
  'Hotel Chevalier',
  'Bloomington',
  '14 Going on 30',
  'Four Christmases',
  'The F Word',
  'Partition',
  'Prom',
  'Enthiran',
  'Becoming Jane',
  'Trainwreck',
  'Selvi Boylum Al Yazmalim',
  'Starting Out in the Evening',
  'Love at First Bite',
  'The Last Picture Show',
  "Bon Voyage, Charlie Brown (and Don't Come Back!!)",
  'Grease 2',
  'Great Expectations',
  'Keith'],
 ['Jackie',
  'Tracks',
  'Creed',
  'Jaane Tu... Ya Jaane Na',
  'Moscow on the Hudson',
  'Ugly',
  'After the Sunset',
  "Billy Lynn's Long Halftime Walk",
  'Arrival',
  'The Wedding Ringer',
  'War Dogs',
  'Stolen Lives',
  'Joy',
  'Resurrecting the Champ',
  'Kung Fu Panda 3',
  'Lung Fu Moon',
  'Before Night Falls',
  'How to Deal',
  'Black',
  'The Ward'],
 ['Thursday'],
 ['Imaginaerum', 'About Time'],
 ['Southside with You', 'Sink the Bismarck!', 'My Brilliant Career'],
 ['13 Ghosts',
  'An Innocent Man',
  'True Grit',
  'How to Make a Monster',
  "Christie's Revenge",
  'Girls Against Boys',
  'O thiasos',
  'The Gunfighter',
  'House of Wax',
  'Bang',
  'Hardwired',
  'Poison Ivy: The New Seduction',
  "Don't Go to Sleep",
  'Red River',
  'Le clan des Siciliens',
  'Paparazzi',
  'Board to Death',
  'Beloe solntse pustyni',
  'The Outlaw',
  'Paradise Now'],
 ['Du rififi chez les hommes'],
 ['Bataan',
  'A Perfect World',
  'Zatôichi monogatari',
  'Vampires: The Turning',
  'Purple Rain',
  'Revolution',
  'Wild Geese II',
  'The Sand Pebbles',
  'Fright Night',
  'The Deadly Spawn',
  'C.H.U.D.',
  'Subspecies',
  'Boy Eats Girl',
  'Inferno in diretta',
  'Undisputed II: Last Man Standing',
  'Tuff Turf',
  'Maximum Overdrive',
  'Vampires: Los Muertos',
  'Leprechaun in the Hood',
  'King Creole'],
 ['Big Fat Liar',
  'The Hollywood Knights',
  'Stitches',
  'Buried Alive',
  "Max Keeble's Big Move"],
 ['Dog Pound',
  'Hybrid',
  'Emanuelle e gli ultimi cannibali',
  "This Girl's Life"],
 ['Gilda',
  'Game of Thrones',
  'The Scarlet Coat',
  'Journey Into Fear',
  'Bullet to Beijing',
  'Affair in Trinidad',
  'The Unknown Man',
  'Hard Boiled Mahoney',
  'Attila',
  'The File on Thelma Jordon',
  'Northern Pursuit'],
 ['GirlFight: inVite'],
 ['K-20: Kaijin nijû mensô den'],
 ['Zulu',
  'Autobiografia lui Nicolae Ceausescu',
  'Gunfight at the O.K. Corral'],
 ['Santa Fe Trail',
  'Titan A.E.',
  'Hustle & Flow',
  'Crazy in Alabama',
  'Julia',
  'The Boy Next Door',
  'Fury',
  'Detective Byomkesh Bakshy!',
  'Flawless',
  'Hot Pursuit',
  'Spider-Man',
  '476 A.D. Chapter One: The Last Light of Aries',
  'Ek Hasina Thi',
  "Chinaman's Chance: America's Other Slaves",
  'Aria',
  'From Paris with Love',
  'Agneepath',
  'Ken Park',
  'Young Ones',
  'The Dead Girl'],
 ['The Neighbors',
  'Funny Show Part Two: The Video - Movie',
  "There's Always Vanilla",
  'Prêt-à-Porter',
  'Canadian Bacon',
  'Samâ uôzu',
  'Der schwarze Tanner',
  'Kabul Express',
  'Muz z prvního století',
  'The Incredible Shrinking Woman',
  'Unsolicited Material',
  'Hail, Caesar!',
  'That Thing You Do!',
  'Queen of Outer Space',
  'Animal Farm',
  'In God We Tru$t',
  'Sausage Party',
  'Mr. Mom',
  'Soul Man',
  'Immigrants (L.A. Dolce Vita)'],
 ['Valerie a týden divu'],
 ['Heavenly Creatures'],
 ['Slam Dance',
  'Best Seller',
  'The Watcher',
  'Love the Hard Way',
  'The Perfect Sleep',
  'Unfaithful',
  'Mercury Rising',
  'The Counselor',
  'Confidence',
  'Perfect Stranger',
  'Shock to the System',
  'Still of the Night',
  'Dark Country',
  'Le doulos',
  'Woodstock Villa',
  'Three Way',
  'Reindeer Games',
  'Sydney',
  'Amnesiac',
  'Kaminey'],
 ['Gli invasori',
  'Red Dawn',
  'The Toolbox Murders',
  'Reform School Girls',
  'Joshû sasori: Dai-41 zakkyo-bô'],
 ['The Core',
  'The Land Before Time V: The Mysterious Island',
  'Long-Haired Hare',
  'UFO: Target Earth',
  "It's Magic, Charlie Brown",
  'Ballot Box Bunny',
  'La cabina',
  'Big House Bunny',
  'Tai yang zhao chang sheng qi',
  "Rabbit's Kin",
  'Hey, Happy!',
  'The Prodigy',
  'A Boy Named Charlie Brown',
  'Village of the Giants',
  'Magical Mystery Tour',
  'The Grasshopper and the Ants',
  'Delgo',
  'Die Ehe der Maria Braun',
  'One Froggy Evening',
  'The Great Mouse Detective'],
 ['Night of the Lepus',
  'Avenging Angel',
  'Orgy of the Dead',
  'Fort Apache',
  'Birdemic: Shock and Terror',
  'This Island Earth',
  'Blood & Donuts',
  'Chemical Wedding',
  'Stop Making Sense',
  'The Runaways',
  'I Bury the Living',
  'Colossus: The Forbin Project',
  "Don't Tell Mom the Babysitter's Dead",
  'Night of the Ghouls',
  'Invaders from Mars',
  'Rock Star',
  'Cult of the Cobra',
  'WrestleMania X-Seven',
  'Time Chasers',
  'The Sound of Music'],
 ['Lucifer', 'Omen IV: The Awakening', 'Spectre'],
 ['The Last Emperor',
  'Taste of Fear',
  'Rivals',
  'Shuttle',
  'Rizzoli & Isles',
  'Life Is Hot in Cracktown',
  'Moonshine Mountain',
  'A Murder of Crows',
  'Panic in the Streets',
  'To vlemma tou Odyssea',
  'White Tiger',
  'Il ritorno di Zanna Bianca',
  'Voodoo Woman',
  'Richard III',
  'Il sepolcro dei re',
  'Risen',
  'Circus of Fear',
  'The Ape Man',
  'Memory Lane',
  'A Warning to the Curious'],
 ['Bedtime Stories',
  'Anastasia',
  'Adventureland',
  'Flushed Away',
  'Im Juli',
  'Be Kind Rewind',
  'When Harry Met Sally...',
  'Monsters vs. Aliens',
  'Chicken Little',
  'Roxanne',
  'Winnie the Pooh and the Blustery Day',
  'License to Wed',
  'Spellbound',
  "Kronk's New Groove"],
 ['88 Minutes',
  'The Equalizer',
  'The Lookout',
  'Twisted',
  'The Killers',
  'A Walk Among the Tombstones',
  'Replicant',
  'Brute Force',
  'Standoff',
  'Wild Card'],
 ['The Core',
  'The Land Before Time V: The Mysterious Island',
  'Long-Haired Hare',
  'UFO: Target Earth',
  "It's Magic, Charlie Brown",
  'Ballot Box Bunny',
  'La cabina',
  'Big House Bunny',
  'Tai yang zhao chang sheng qi',
  "Rabbit's Kin",
  'Hey, Happy!',
  'The Prodigy',
  'A Boy Named Charlie Brown',
  'Village of the Giants',
  'Magical Mystery Tour',
  'The Grasshopper and the Ants',
  'Delgo',
  'Die Ehe der Maria Braun',
  'One Froggy Evening',
  'The Great Mouse Detective'],
 ['The Terminator'],
 ['Fortress',
  'Wrong Turn 3: Left for Dead',
  'Curtains',
  'Bad Dreams',
  'Lord of Illusions'],
 ['Akira'],
 ['Såsom i en spegel'],
 ['Night of the Lepus',
  'Avenging Angel',
  'Orgy of the Dead',
  'Fort Apache',
  'Birdemic: Shock and Terror',
  'This Island Earth',
  'Blood & Donuts',
  'Chemical Wedding',
  'Stop Making Sense',
  'The Runaways',
  'I Bury the Living',
  'Colossus: The Forbin Project',
  "Don't Tell Mom the Babysitter's Dead",
  'Night of the Ghouls',
  'Invaders from Mars',
  'Rock Star',
  'Cult of the Cobra',
  'WrestleMania X-Seven',
  'Time Chasers',
  'The Sound of Music'],
 ['Spud',
  'Ghost Town',
  'Failure to Launch',
  'Pitch Perfect',
  'City Slickers',
  'Aliens in the Attic',
  'Nebraska',
  'The North Avenue Irregulars',
  'The Pink Panther Strikes Again',
  'The Change-Up',
  'For the Birds',
  "Man's Favorite Sport?",
  'Veronica Mars',
  'Over the Hedge',
  'Littleman',
  'My Life in Ruins',
  'G-Force',
  "Brewster's Millions",
  "L'umanoide",
  'Mexican Hayride'],
 ['Malcolm X', 'Wyatt Earp', 'Cast a Giant Shadow'],
 ['Harry Brown',
  'The Specialist',
  'A Walk Among the Tombstones',
  'Urban Justice'],
 ['Paranormal Activity 2', 'Lara Croft: Tomb Raider'],
 ['Witness'],
 ['Paranormal Activity 2',
  'Lara Croft: Tomb Raider',
  'Kidnapped',
  'Green Zone',
  'Blue Thunder'],
 ['Broken Blossoms or The Yellow Man and the Girl',
  'The Ten Commandments',
  'Attila',
  'Cleopatra',
  'Maniac',
  'The Killer Inside Me',
  'Melinda',
  'Shane'],
 ['Wild Hogs',
  "That's My Boy",
  'Love Happy',
  "We're the Millers",
  'Spice World',
  'Hammer & Tickle',
  'High School Musical 2',
  'Le papillon',
  'The Adventures of Pluto Nash',
  'In a World...',
  'Mega Shark vs. Giant Octopus',
  'Uncle Buck',
  'Horrible Bosses 2',
  'Evan Almighty',
  'Partner',
  "My Best Friend's Girl",
  'Spies Like Us',
  'The League',
  'Tu cara me suena',
  'The Martian'],
 ['Far from Home', '12:01'],
 ['The Shop Around the Corner',
  'I vitelloni',
  'Hotel Chevalier',
  'Bloomington',
  '14 Going on 30',
  'Four Christmases',
  'The F Word',
  'Partition',
  'Prom',
  'Enthiran',
  'Becoming Jane',
  'Trainwreck',
  'Selvi Boylum Al Yazmalim',
  'Starting Out in the Evening',
  'Love at First Bite',
  'The Last Picture Show',
  "Bon Voyage, Charlie Brown (and Don't Come Back!!)",
  'Grease 2',
  'Great Expectations',
  'Keith'],
 ['The Company You Keep',
  'Europa Europa',
  'John Paul Jones',
  'John and Yoko: A Love Story',
  'North West Mounted Police'],
 ['The Rite'],
 ['The Game'],
 ['The Golden Compass'],
 ['Hatari!',
  'Santa Fe Trail',
  'Titan A.E.',
  'Summer of Sam',
  'El retorno de Walpurgis',
  'Silverado',
  'Crazy in Alabama',
  'The Baytown Outlaws',
  'Graduation Day',
  'Zulu Dawn',
  'Bronenosets Potyomkin',
  'Man of the West',
  'Julia',
  'Universal Soldier: The Return',
  'Girls Nite Out',
  'Night Hunter',
  'Detective Byomkesh Bakshy!',
  'Humanoids from the Deep',
  'Kiss Me Deadly',
  'Unhinged'],
 ['Antares',
  'Il miele del diavolo',
  'Heaven Help Us',
  'Razor Blade Smile',
  'Tau chut',
  'Gam yuk fung wan II: To faan',
  'Cardinal',
  'The Badlanders',
  'Invisible Agent',
  'Territories',
  'The Lords of Discipline',
  'Passion',
  'Sultanat',
  'High School DxD'],
 ['Ich war neunzehn', 'Coup de foudre'],
 ['Combat Shock',
  'The Outsiders',
  'Daybreakers',
  'My Bloody Valentine',
  'Club Dread',
  'The Legend of the 7 Golden Vampires',
  'Passion in the Desert',
  'Chain Letter',
  'The Following',
  'Korkusuz',
  'Candyman: Farewell to the Flesh',
  'The Trial of Billy Jack'],
 ['Miracle',
  'Men of Honor',
  'Stand and Deliver',
  'Hoosiers',
  'Rudy',
  'A Man Named Pearl',
  'Dangerous Minds',
  'Cradle Will Rock',
  'The Mighty Ducks',
  'The Ultimate Gift',
  'Chavez: Inside the Coup',
  'Swing Kids',
  'Secretariat',
  'Jason Becker: Not Dead Yet',
  'Home'],
 ['Full Circle', 'The Woman in Black', 'The Turn of the Screw'],
 ['Embrace the Darkness 3',
  'Sex and Death 101',
  'Girl 6',
  'Red Shoe Diaries',
  'Habitación en Roma',
  'Bound',
  'Pretty Cool Too',
  'Nasha',
  'Emmanuelle 2000: Emmanuelle Pie',
  'Britney Spears: Criminal',
  'Zerophilia',
  'Love Exchange',
  'Goodbye Emmanuelle',
  'Emmanuelle 5',
  'The Intruders',
  'Lolita from Interstellar Space',
  'Ghost in a Teeny Bikini',
  'La fille de Dracula',
  'Shin yôjo densetsu: seirên',
  'Les trottoirs de Bangkok'],
 ['Savages',
  'In the Land of Blood and Honey',
  'Penny Dreadful',
  'The Assignment',
  'Texas Chainsaw 3D',
  'Stolen',
  'Cherry Falls',
  'Robin Hood',
  'Dillinger',
  'Fritt vilt II',
  'Fright Night Part 2',
  'Paid in Full',
  'Death Race 2',
  'Mechanic: Resurrection',
  'Furious Seven',
  "Perkins' 14",
  'If These Walls Could Talk',
  'Bailout: The Age of Greed',
  'Lone Survivor',
  'The Girl on the Train'],
 ['The Shop Around the Corner',
  'I vitelloni',
  'Hotel Chevalier',
  'Bloomington',
  '14 Going on 30',
  'Four Christmases',
  'The F Word',
  'Partition',
  'Prom',
  'Enthiran',
  'Becoming Jane',
  'Trainwreck',
  'Selvi Boylum Al Yazmalim',
  'Starting Out in the Evening',
  'Love at First Bite',
  'The Last Picture Show',
  "Bon Voyage, Charlie Brown (and Don't Come Back!!)",
  'Grease 2',
  'Great Expectations',
  'Keith'],
 ['Coffy'],
 ['Fallen'],
 ['The Final Destination',
  'Star Trek: Nemesis',
  'Starship Troopers 2: Hero of the Federation',
  'Hitman: Contracts',
  'The Forsaken',
  'Horror of the Blood Monsters',
  'Captivity',
  'Crazy Eights',
  'Southpaw',
  'Mou gaan dou III: Jung gik mou gaan',
  'Headshot',
  'The Descent: Part 2',
  'Planet Hulk',
  'Cover Me: Based on the True Life of an FBI Family',
  'Way of the Vampire',
  'Syphon Filter 3',
  'Nattens engel',
  'Cass',
  'Deux frères',
  'Night of the Demons'],
 ['Ngo si seoi'],
 ['Bad Teacher'],
 ['Ready to Rumble',
  'Nowhere to Run',
  'Slaughterhouse',
  'Lipstick',
  'I Drink Your Blood',
  'Death Wish 4: The Crackdown',
  'Kickboxer 4: The Aggressor',
  'Bai fa mo nu zhuan',
  'Invasion U.S.A.',
  'Thunder Road',
  'Wall Street',
  'The Magnificent Seven',
  'Terkel i knibe',
  "Winchester '73",
  'Doragon bôru Z',
  'Missing in Action 2: The Beginning',
  'Yi tin to lung gei: Moh gaau gaau jue',
  'Lone Wolf McQuade',
  'Martial Law',
  'Class of 1999'],
 ['The Last Emperor',
  'Taste of Fear',
  'Rivals',
  'Shuttle',
  'Rizzoli & Isles',
  'Life Is Hot in Cracktown',
  'Moonshine Mountain',
  'A Murder of Crows',
  'Panic in the Streets',
  'To vlemma tou Odyssea',
  'White Tiger',
  'Il ritorno di Zanna Bianca',
  'Voodoo Woman',
  'Richard III',
  'Il sepolcro dei re',
  'Risen',
  'Circus of Fear',
  'The Ape Man',
  'Memory Lane',
  'A Warning to the Curious'],
 ['The Cooler',
  'La dolce casa degli orrori',
  'Le temps du loup',
  'Gardens of the Night',
  'Noah',
  'Five Corners',
  'Minority Report',
  'Memoirs of a Survivor',
  'Bellflower'],
 ['Ai no mukidashi'],
 ['Sentô shôjo: Chi no tekkamen densetsu',
  'Turistas',
  'Antitrust',
  'FleshEater',
  'The Cold Light of Day',
  'Liberator',
  'Fatal Beauty',
  'Children of the Corn',
  'Survival of the Dead',
  'Mosquito der Schänder',
  'The Accidental Witness',
  'A Bronx Tale',
  'Poetic Justice',
  'Clockers',
  'Macabre',
  'Erased',
  'Bone Tomahawk',
  '5 Days of War',
  'Pride and Glory',
  'Manhunt'],
 ['The Host',
  'Miracle at St. Anna',
  'Kiraware Matsuko no isshô',
  'Was nützt die Liebe in Gedanken',
  'Magadheera',
  'This Must Be the Place',
  'Shenmue',
  'The Remake'],
 ['Captain Ron',
  'The Stuff',
  'Nothing But Trouble',
  'The Naked Gun 2½: The Smell of Fear',
  'Harley Davidson and the Marlboro Man',
  'Amazon Women on the Moon',
  'Saving Grace',
  'The Dirty Dozen',
  'G.I. Jane',
  'Vulgar',
  'Paint Your Wagon',
  'Airheads',
  'Straight to Hell',
  "Big Momma's House",
  "Where's Poppa?",
  'Just One of the Guys',
  'Detroit Rock City',
  'The Ice Pirates',
  'Enid Is Sleeping',
  'Á köldum klaka'],
 ['Gothika'],
 ['The Shop Around the Corner',
  'I vitelloni',
  'Hotel Chevalier',
  'Bloomington',
  '14 Going on 30',
  'Four Christmases',
  'The F Word',
  'Partition',
  'Prom',
  'Enthiran',
  'Becoming Jane',
  'Trainwreck',
  'Selvi Boylum Al Yazmalim',
  'Starting Out in the Evening',
  'Love at First Bite',
  'The Last Picture Show',
  "Bon Voyage, Charlie Brown (and Don't Come Back!!)",
  'Grease 2',
  'Great Expectations',
  'Keith'],
 ['Thir13en Ghosts'],
 ['Bad Santa'],
 ['Coonskin', "Mr. Mike's Mondo Video", 'Orgazmo', "Class of Nuke 'Em High"],
 ['Magic in the Moonlight'],
 ['Leprechaun: Back 2 tha Hood',
  'Black Cat (Gatto nero)',
  'Night of the Demon',
  'Dr. Mabuse, der Spieler',
  'Howling III',
  'The Night Shift'],
 ['Twins',
  'Trailer Park Boys: Countdown to Liquor Day',
  'Arthur',
  'Jack and Jill',
  'Frank',
  'The Boat That Rocked',
  'One, Two, Three',
  'Death at a Funeral',
  'Grumpy Old Men',
  'Hall Pass',
  'Hairspray',
  "My Boss's Daughter",
  'Drop Dead Gorgeous',
  'Magicians',
  'A Claymation Christmas Celebration',
  'Small Time Crooks',
  'Harvie Krumpet'],
 ['Maid in Manhattan',
  'Ookami kodomo no Ame to Yuki',
  'Cinderella',
  'Camille',
  'Cinderella',
  'Aquamarine',
  'OXV: The Manual',
  'Kamennyy tsvetok',
  "A Midsummer Night's Dream",
  'Schneewittchen und die sieben Zwerge',
  "A Midsummer Night's Dream",
  'The Fairy Queen',
  'The Absent Minded Professor',
  'Bright Road',
  "A Midsummer Night's Dream",
  'Beauty and the Beast',
  'Bed of Roses',
  'Fat Albert',
  'Brigadoon',
  'Cinderella III: A Twist in Time'],
 ["My Sister's Keeper"],
 ['Moonshot',
  'The Soviet Story',
  'Pirates of Silicon Valley',
  'Waterloo',
  'Belle',
  'Battleground',
  'Triumph des Willens',
  'Hysteria',
  'Ziemia obiecana',
  '42',
  'America: Imagine the World Without Her',
  'Le retour de Martin Guerre',
  'From the Earth to the Moon',
  'Disraeli',
  'Davy Crockett: King of the Wild Frontier',
  "Dr. Ehrlich's Magic Bullet",
  'Restoration',
  'Medium Cool',
  'Einstein and Eddington',
  'The Tuskegee Airmen'],
 ['Thralls',
  'Penny Dreadful',
  'Fritt vilt II',
  'If These Walls Could Talk',
  'The Girl on the Train',
  'A Horrible Way to Die',
  'Let Us Prey',
  'The Water Diviner',
  'SideFX',
  'Películas para no dormir: Para entrar a vivir',
  'Hitman',
  'Slow West',
  'Dope',
  'Death Race',
  'Threads',
  'La morte vivante',
  'Laid to Rest',
  'Flags of Our Fathers',
  'Stop-Loss',
  "Smokin' Aces 2: Assassins' Ball"],
 ['The Sting'],
 ['The Ghost Writer', 'The Third Man'],
 ['I Know Who Killed Me',
  'Black Christmas',
  'The Getaway',
  'Chik loh go yeung',
  'I Spit on Your Grave',
  'Chugyeogja',
  "Don't Go in the Woods",
  'Torched',
  'Kuraingu furiman 2: Fûsei kakurei',
  "Don't Go in the House"],
 ['Scary Movie 3'],
 ['Hair', 'Pyaasa', 'Muthu', "All the King's Men"],
 ['Airport'],
 ['Bugsy',
  'Angel and the Badman',
  'Collateral Damage',
  'Wall Street',
  'Raw Justice',
  'Lone Wolf McQuade',
  'Balada triste de trompeta',
  'Bulletstorm',
  "Cain's Cutthroats",
  'Extraction',
  'Le lac des morts vivants',
  'Killjoy 2: Deliverance from Evil',
  "Things to Do in Denver When You're Dead"],
 ['Paddington',
  'Better Call Saul',
  'The Thrill of It All',
  'Stir Crazy',
  'Stalag 17',
  'The Witches of Eastwick',
  'King of the Zombies',
  'Open Season 3',
  'Do You Like My Basement',
  'Mr. & Mrs. Smith',
  'How to Steal a Million',
  'The Game Plan',
  'The Inbetweeners 2',
  'Hannah and Her Sisters',
  "St. Trinian's",
  'Rare Exports',
  'Silent Movie',
  'Drumline',
  'Take Me Home Tonight',
  'Carnal Knowledge'],
 ['The Loved Ones'],
 ['In the Land of Blood and Honey',
  'Thralls',
  'Penny Dreadful',
  'Psycho III',
  'Texas Chainsaw 3D',
  'Cherry Falls',
  'Dillinger',
  'Mindhunters',
  'Unknown',
  'Fritt vilt II',
  'High Crimes',
  'Paid in Full',
  'Furious Seven',
  "Perkins' 14",
  'If These Walls Could Talk',
  'Lone Survivor',
  'Body of Lies',
  'The Girl on the Train',
  'Best Seller',
  'Bordertown'],
 ['Die', 'Teenage Dirtbag'],
 ['We Bought a Zoo',
  "New Year's Eve",
  'Homeward Bound: The Incredible Journey',
  'The Incredibly True Adventure of Two Girls in Love',
  'With Honors'],
 ['Doc Hollywood', 'Run Fatboy Run', 'Madea Goes to Jail', 'Two Much'],
 ['The Exorcism of Emily Rose',
  'House at the End of the Street',
  'The Locket',
  'The Andromeda Strain',
  'The Killing Room',
  'Tridev',
  'Possessed'],
 ['Charly'],
 ['Arthur', 'Dumb and Dumberer: When Harry Met Lloyd'],
 ['The Strangers',
  'Resident Evil: Apocalypse',
  'Original Sin',
  'The Collector',
  'Enemy at the Gates',
  '16 Blocks',
  'Danika'],
 ['Kôkaku Kidôtai'],
 ['Paddington',
  'Better Call Saul',
  'The Thrill of It All',
  'Stir Crazy',
  'Stalag 17',
  'The Witches of Eastwick',
  'King of the Zombies',
  'Open Season 3',
  'Do You Like My Basement',
  'Mr. & Mrs. Smith',
  'How to Steal a Million',
  'The Game Plan',
  'The Inbetweeners 2',
  'Hannah and Her Sisters',
  "St. Trinian's",
  'Rare Exports',
  'Silent Movie',
  'Drumline',
  'Take Me Home Tonight',
  'Carnal Knowledge'],
 ['Witness for the Prosecution', 'Murder on the Orient Express'],
 ['Spud',
  'Ghost Town',
  'Failure to Launch',
  'Pitch Perfect',
  'City Slickers',
  'Aliens in the Attic',
  'Nebraska',
  'The North Avenue Irregulars',
  'The Pink Panther Strikes Again',
  'The Change-Up',
  'For the Birds',
  "Man's Favorite Sport?",
  'Veronica Mars',
  'Over the Hedge',
  'Littleman',
  'My Life in Ruins',
  'G-Force',
  "Brewster's Millions",
  "L'umanoide",
  'Mexican Hayride'],
 ['Saints and Soldiers',
  'Peacock',
  'Hollow Man II',
  'Wrecked',
  'Be Cool',
  'The Offence',
  'A Deadly Adoption',
  'Necronomicon',
  'Woman in Gold',
  'Passage to Marseille',
  'Black Angel',
  'Basic',
  'The Stepfather',
  'Notorious',
  'Fatal Vision',
  'Black Sea',
  'La hora cero',
  'Beatrice Cenci',
  'Slow Burn',
  'Nemesis Game'],
 ['Young Frankenstein', "Bienvenue chez les Ch'tis"],
 ['The Wisdom of Crocodiles',
  'Man of the West',
  'Spookies',
  'Whistling in the Dark',
  'Qurbani',
  'Crossfire Trail',
  'An American Werewolf in Paris'],
 ['The Warriors',
  'Tombstone',
  'Commando',
  "À l'intérieur",
  'Fatal Attraction'],
 ['Jackie',
  'Tracks',
  'Creed',
  'Jaane Tu... Ya Jaane Na',
  'Moscow on the Hudson',
  'Ugly',
  'After the Sunset',
  "Billy Lynn's Long Halftime Walk",
  'Arrival',
  'The Wedding Ringer',
  'War Dogs',
  'Stolen Lives',
  'Joy',
  'Resurrecting the Champ',
  'Kung Fu Panda 3',
  'Lung Fu Moon',
  'Before Night Falls',
  'How to Deal',
  'Black',
  'The Ward'],
 ['Ah-ga-ssi'],
 ['The Day of the Jackal'],
 ['Le viol du vampire'],
 ['Octopussy',
  'The Devil Bat',
  'All Dogs Go to Heaven',
  'Star Trek III: The Search for Spock',
  'Massacre at Central High',
  'The Wicker Man',
  'Slaughterhouse',
  'Silver Bullet',
  'Lipstick',
  'Death Wish 4: The Crackdown',
  'Jail Bait',
  'The Reaping',
  'White Heat',
  'Diamonds Are Forever',
  'Invasion U.S.A.',
  'Popcorn',
  'Thunder Road',
  'The House on Sorority Row',
  'Thinner',
  'The Magnificent Seven'],
 ['Sentô shôjo: Chi no tekkamen densetsu',
  'Turistas',
  'Antitrust',
  'FleshEater',
  'The Cold Light of Day',
  'Liberator',
  'Fatal Beauty',
  'Children of the Corn',
  'Survival of the Dead',
  'Mosquito der Schänder',
  'The Accidental Witness',
  'A Bronx Tale',
  'Poetic Justice',
  'Clockers',
  'Macabre',
  'Erased',
  'Bone Tomahawk',
  '5 Days of War',
  'Pride and Glory',
  'Manhunt'],
 ['Central Intelligence',
  'Stolen',
  'Bastille Day',
  'Lolly-Madonna XXX',
  'The Hunting Party',
  'Get Carter'],
 ['The Fall'],
 ['London Has Fallen',
  'Bandidas',
  'The Medallion',
  'The Expendables 3',
  'The Magnificent Seven',
  'Star Wars: Episode VII - The Force Awakens',
  'Your Highness',
  'The Substitute',
  'Brannigan'],
 ["The Children's Hour"],
 ['La battaglia di Algeri'],
 ['The Last Time I Saw Paris',
  'The Color Purple',
  'Splendor in the Grass',
  'The Sandpiper',
  'Imitation of Life',
  'Dogfight',
  'Flesh and the Devil',
  'Angst essen Seele auf',
  'The Prince & Me',
  'Desire Me',
  'Queen Bee',
  'Here on Earth',
  'Sayonara',
  'Neel Kamal',
  'Nothing But a Man',
  'Bangkok Love Story',
  'Way Down East',
  'The Last Drop of Water',
  'The Inner Life of Martin Frost',
  'Carrie'],
 ['I, Frankenstein',
  'Thor: The Dark World',
  'The Wolverine',
  'Mortal Kombat',
  'Doctor Strange',
  'Avengers: Age of Ultron',
  'Resident Evil: Afterlife',
  'Teenage Mutant Ninja Turtles',
  'Guyver'],
 ['The Core',
  'The Land Before Time V: The Mysterious Island',
  'Long-Haired Hare',
  'UFO: Target Earth',
  "It's Magic, Charlie Brown",
  'Ballot Box Bunny',
  'La cabina',
  'Big House Bunny',
  'Tai yang zhao chang sheng qi',
  "Rabbit's Kin",
  'Hey, Happy!',
  'The Prodigy',
  'A Boy Named Charlie Brown',
  'Village of the Giants',
  'Magical Mystery Tour',
  'The Grasshopper and the Ants',
  'Delgo',
  'Die Ehe der Maria Braun',
  'One Froggy Evening',
  'The Great Mouse Detective'],
 ['The Place Beyond the Pines'],
 ['Dracula Has Risen from the Grave', 'Rise', 'The Terror'],
 ['The Last Emperor',
  'Taste of Fear',
  'Rivals',
  'Shuttle',
  'Rizzoli & Isles',
  'Life Is Hot in Cracktown',
  'Moonshine Mountain',
  'A Murder of Crows',
  'Panic in the Streets',
  'To vlemma tou Odyssea',
  'White Tiger',
  'Il ritorno di Zanna Bianca',
  'Voodoo Woman',
  'Richard III',
  'Il sepolcro dei re',
  'Risen',
  'Circus of Fear',
  'The Ape Man',
  'Memory Lane',
  'A Warning to the Curious'],
 ['The Shop Around the Corner',
  'I vitelloni',
  'Hotel Chevalier',
  'Bloomington',
  '14 Going on 30',
  'Four Christmases',
  'The F Word',
  'Partition',
  'Prom',
  'Enthiran',
  'Becoming Jane',
  'Trainwreck',
  'Selvi Boylum Al Yazmalim',
  'Starting Out in the Evening',
  'Love at First Bite',
  'The Last Picture Show',
  "Bon Voyage, Charlie Brown (and Don't Come Back!!)",
  'Grease 2',
  'Great Expectations',
  'Keith'],
 ['The Lord of the Rings: The Two Towers'],
 ['The Last Emperor',
  'Taste of Fear',
  'Rivals',
  'Shuttle',
  'Rizzoli & Isles',
  'Life Is Hot in Cracktown',
  'Moonshine Mountain',
  'A Murder of Crows',
  'Panic in the Streets',
  'To vlemma tou Odyssea',
  'White Tiger',
  'Il ritorno di Zanna Bianca',
  'Voodoo Woman',
  'Richard III',
  'Il sepolcro dei re',
  'Risen',
  'Circus of Fear',
  'The Ape Man',
  'Memory Lane',
  'A Warning to the Curious'],
 ['Janghwa, Hongryeon'],
 ['Scooby-Doo! And the Legend of the Vampire',
  'The Skeleton Dance',
  'Scooby-Doo! Pirates Ahoy!',
  'Aloha, Scooby-Doo!',
  'The Addams Family',
  'Scooby-Doo and the Reluctant Werewolf',
  'Scooby-Doo and the Alien Invaders',
  'Scooby-Doo Meets the Boo Brothers',
  'Scooby-Doo and the Loch Ness Monster',
  'Babes in Toyland',
  "Scooby-Doo in Where's My Mummy?"],
 ['Three Kings'],
 ['The Ring'],
 ["The 'Burbs"],
 ['¡Que Viva Mexico! - Da zdravstvuyet Meksika!',
  'Pandora and the Flying Dutchman',
  "Summer's Blood",
  'The 100',
  'Marilyn',
  'City That Never Sleeps',
  "Inju, la bête dans l'ombre",
  'Green Fire',
  'Please Kill Mr. Know It All',
  'On the Inside',
  'Suspicion',
  'Stomp the Yard',
  'Once Upon a Time in Mumbaai',
  'Swimfan',
  'The Damned',
  'Blue Ridge',
  'Joe + Belle',
  "Teacher's Pet",
  'Hard Contract',
  'Frisco Kid'],
 ['L.A. Confidential'],
 ['Twins',
  'Trailer Park Boys: Countdown to Liquor Day',
  'Arthur',
  'Jack and Jill',
  'Frank',
  'The Boat That Rocked',
  'One, Two, Three',
  'Death at a Funeral',
  'Grumpy Old Men',
  'Hall Pass',
  'Hairspray',
  "My Boss's Daughter",
  'Drop Dead Gorgeous',
  'Magicians',
  'A Claymation Christmas Celebration',
  'Small Time Crooks',
  'Harvie Krumpet'],
 ['Super Troopers', 'Star Trek IV: The Voyage Home'],
 ['Jackie',
  'Tracks',
  'Creed',
  'Jaane Tu... Ya Jaane Na',
  'Moscow on the Hudson',
  'Ugly',
  'After the Sunset',
  "Billy Lynn's Long Halftime Walk",
  'Arrival',
  'The Wedding Ringer',
  'War Dogs',
  'Stolen Lives',
  'Joy',
  'Resurrecting the Champ',
  'Kung Fu Panda 3',
  'Lung Fu Moon',
  'Before Night Falls',
  'How to Deal',
  'Black',
  'The Ward'],
 ['This Means War',
  'Bugsy',
  'In the Land of Blood and Honey',
  'The Assignment',
  'Texas Chainsaw 3D',
  'Cherry Falls',
  'Dillinger',
  'Open Range',
  'Pale Rider',
  'Paid in Full',
  'Death Race 2',
  'Mechanic: Resurrection',
  'Julius Caesar',
  'Furious Seven',
  "Perkins' 14",
  'Bailout: The Age of Greed',
  'Lone Survivor',
  'Bordertown',
  'Straight Time',
  'Banlieue 13'],
 ['The Neighbors',
  'Funny Show Part Two: The Video - Movie',
  "There's Always Vanilla",
  'Prêt-à-Porter',
  'Canadian Bacon',
  'Samâ uôzu',
  'Der schwarze Tanner',
  'Kabul Express',
  'Muz z prvního století',
  'The Incredible Shrinking Woman',
  'Unsolicited Material',
  'Hail, Caesar!',
  'That Thing You Do!',
  'Queen of Outer Space',
  'Animal Farm',
  'In God We Tru$t',
  'Sausage Party',
  'Mr. Mom',
  'Soul Man',
  'Immigrants (L.A. Dolce Vita)'],
 ['Paddington',
  'Better Call Saul',
  'The Thrill of It All',
  'Stir Crazy',
  'Stalag 17',
  'The Witches of Eastwick',
  'King of the Zombies',
  'Open Season 3',
  'Do You Like My Basement',
  'Mr. & Mrs. Smith',
  'How to Steal a Million',
  'The Game Plan',
  'The Inbetweeners 2',
  'Hannah and Her Sisters',
  "St. Trinian's",
  'Rare Exports',
  'Silent Movie',
  'Drumline',
  'Take Me Home Tonight',
  'Carnal Knowledge'],
 ['The Perfect Host'],
 ['Night of the Lepus',
  'Avenging Angel',
  'Orgy of the Dead',
  'Fort Apache',
  'Birdemic: Shock and Terror',
  'This Island Earth',
  'Blood & Donuts',
  'Chemical Wedding',
  'Stop Making Sense',
  'The Runaways',
  'I Bury the Living',
  'Colossus: The Forbin Project',
  "Don't Tell Mom the Babysitter's Dead",
  'Night of the Ghouls',
  'Invaders from Mars',
  'Rock Star',
  'Cult of the Cobra',
  'WrestleMania X-Seven',
  'Time Chasers',
  'The Sound of Music'],
 ['Pump Up the Volume', 'Big Wednesday', 'My Dinner with Andre'],
 ['The Happening',
  'I Can Make You Love Me',
  'Madras Cafe',
  'Firstborn',
  'Pardes',
  'Zoku Miyamoto Musashi: Ichijôji no kettô',
  'Il gattopardo',
  'Flame of Barbary Coast',
  'The Next Karate Kid',
  'One Night with the King',
  'Standoff',
  'Raw Deal',
  'The Death of the Incredible Hulk',
  'Isabelle Eberhardt',
  'Puhdistus',
  'Navajeros',
  'Ishaqzaade',
  'The Fighting Seabees',
  '(Sökarna)',
  'Brestskaya krepost'],
 ['The Shop Around the Corner',
  'I vitelloni',
  'Hotel Chevalier',
  'Bloomington',
  '14 Going on 30',
  'Four Christmases',
  'The F Word',
  'Partition',
  'Prom',
  'Enthiran',
  'Becoming Jane',
  'Trainwreck',
  'Selvi Boylum Al Yazmalim',
  'Starting Out in the Evening',
  'Love at First Bite',
  'The Last Picture Show',
  "Bon Voyage, Charlie Brown (and Don't Come Back!!)",
  'Grease 2',
  'Great Expectations',
  'Keith'],
 ['Rampage',
  'Very Bad Things',
  'Chernobyl Diaries',
  'Return to Sleepaway Camp',
  'Evil Things',
  'Creep',
  '3:10 to Yuma',
  'Funny Games',
  'Fargo',
  "All Hallows' Eve 2",
  'New Jersey Drive',
  'Revenge of the Boogeyman',
  'Sucker Punch',
  'Postal 2',
  'The Last Broadcast'],
 ['American History X'],
 ['The Last Emperor',
  'Taste of Fear',
  'Rivals',
  'Shuttle',
  'Rizzoli & Isles',
  'Life Is Hot in Cracktown',
  'Moonshine Mountain',
  'A Murder of Crows',
  'Panic in the Streets',
  'To vlemma tou Odyssea',
  'White Tiger',
  'Il ritorno di Zanna Bianca',
  'Voodoo Woman',
  'Richard III',
  'Il sepolcro dei re',
  'Risen',
  'Circus of Fear',
  'The Ape Man',
  'Memory Lane',
  'A Warning to the Curious'],
 ['Batman Begins'],
 ['The Last Emperor',
  'Taste of Fear',
  'Rivals',
  'Shuttle',
  'Rizzoli & Isles',
  'Life Is Hot in Cracktown',
  'Moonshine Mountain',
  'A Murder of Crows',
  'Panic in the Streets',
  'To vlemma tou Odyssea',
  'White Tiger',
  'Il ritorno di Zanna Bianca',
  'Voodoo Woman',
  'Richard III',
  'Il sepolcro dei re',
  'Risen',
  'Circus of Fear',
  'The Ape Man',
  'Memory Lane',
  'A Warning to the Curious'],
 ['Begin Again',
  'Brief Encounter',
  'North Country',
  'How to Make an American Quilt',
  'Neko no ongaeshi',
  'The Good Mother',
  'Anbe Sivam',
  "C'eravamo tanto amati",
  'The Naked Mile',
  'Fainaru fantajî sebun adobento chirudoren',
  'Jenseits der Stille',
  'The Fighting Temptations',
  'The Vow',
  'Away from Her',
  'Gods and Monsters',
  'Copying Beethoven',
  'Saawariya',
  'Sex and the City',
  'Chaos Theory',
  'Eating Out'],
 ['The Last Time I Saw Paris',
  'The Color Purple',
  'Splendor in the Grass',
  'The Sandpiper',
  'Imitation of Life',
  'Dogfight',
  'Flesh and the Devil',
  'Angst essen Seele auf',
  'The Prince & Me',
  'Desire Me',
  'Queen Bee',
  'Here on Earth',
  'Sayonara',
  'Neel Kamal',
  'Nothing But a Man',
  'Bangkok Love Story',
  'Way Down East',
  'The Last Drop of Water',
  'The Inner Life of Martin Frost',
  'Carrie'],
 ['Madrasapattinam', 'Johnny Tremain', 'Virginia City'],
 ['Hot Fuzz'],
 ['Pump Up the Volume', 'Big Wednesday', 'My Dinner with Andre'],
 ['Dungeons & Dragons: The Book of Vile Darkness',
  'Little Caesar',
  'Busanhaeng',
  'Timber Falls',
  'A Most Violent Year',
  'Justice League: The New Frontier',
  "Uncharted 3: Drake's Deception",
  'The Simpsons: Hit & Run',
  'Bhutto',
  'Feeding Frenzy',
  'Fighting',
  "America's Dark Secrets Documentary",
  'Dinamite Jim',
  'Demonia',
  'Red: Werewolf Hunter',
  'Atlantic Rim',
  'The Giant Gila Monster',
  'Damage',
  'Deadly Eyes',
  "City Slickers II: The Legend of Curly's Gold"],
 ['House on Haunted Hill'],
 ['Psycho IV: The Beginning',
  'Penny Dreadful',
  'Psycho III',
  'Fritt vilt II',
  'If These Walls Could Talk',
  'The Girl on the Train',
  'The Day After',
  'A Horrible Way to Die',
  'Ghosts of Mars',
  'Let Us Prey',
  'The Water Diviner',
  'The Hills Run Red',
  'Películas para no dormir: Para entrar a vivir',
  'Hitman',
  'Halloween II',
  'Desperation',
  'Slow West',
  'The Stoning of Soraya M.',
  'Dope',
  'Death Race'],
 ['The Inbetweeners Movie',
  'Extract',
  'Liar Liar',
  'Clerks II',
  'Madagascar',
  'White Chicks',
  "National Lampoon's Christmas Vacation",
  'Dodgeball: A True Underdog Story',
  'Major League',
  'BASEketball',
  'Rat Race',
  'Fun with Dick and Jane',
  'Tommy Boy',
  'A Grand Day Out',
  'A Close Shave',
  'Nine Months',
  "White Men Can't Jump"],
 ['I Love You Phillip Morris', 'Bride Wars', 'Ice Age: The Meltdown'],
 ['Dungeons & Dragons: The Book of Vile Darkness',
  'Little Caesar',
  'Busanhaeng',
  'Timber Falls',
  'A Most Violent Year',
  'Justice League: The New Frontier',
  "Uncharted 3: Drake's Deception",
  'The Simpsons: Hit & Run',
  'Bhutto',
  'Feeding Frenzy',
  'Fighting',
  "America's Dark Secrets Documentary",
  'Dinamite Jim',
  'Demonia',
  'Red: Werewolf Hunter',
  'Atlantic Rim',
  'The Giant Gila Monster',
  'Damage',
  'Deadly Eyes',
  "City Slickers II: The Legend of Curly's Gold"],
 ['Kozí príbeh',
  'Alice Through the Looking Glass',
  'Jumanji',
  'Phoebe in Wonderland',
  'Hansel & Gretel',
  'Return to Never Land',
  'FernGully 2: The Magical Rescue',
  'Kingsajz',
  'The Swan Princess',
  'Ibara no O',
  'Le petit poucet',
  'Ico',
  'FairyTale: A True Story',
  'Hansel and Gretel',
  'The Windblown Hare',
  'Rayman Origins',
  'Rayman 3: Hoodlum Havoc',
  'La rosa di Bagdad',
  'Pigs in a Polka',
  'The Blue Bird'],
 ['Terms of Endearment'],
 ['Les lèvres rouges'],
 ['Victoria',
  "L'illusionniste",
  'The Great Gatsby',
  'M. Butterfly',
  "Monster's Ball",
  'The Mission',
  'Ukigumo',
  'Dying Young',
  'Eloïse',
  'La Bamba',
  'The War',
  'El Norte',
  'Albert Nobbs',
  'Sweet Charity',
  'Karnan',
  'Streetwise',
  'Leviafan',
  'Julius Caesar',
  'Marie Antoinette',
  'Antony & Cleopatra'],
 ['Last Man Standing', 'Man on Fire'],
 ['Call of Duty: Modern Warfare 3',
  'Dr. Who and the Daleks',
  'Justice League: War',
  'Drona',
  'The Sensei',
  'Big Jake',
  'The Wind in the Willows',
  'Bahubali: The Beginning',
  'The Smurfs',
  'Kingdom Hearts',
  'Megaforce',
  'The Wind in the Willows',
  'The Ring Two',
  'Warrior',
  'Bloody Mallory',
  'Superbabies: Baby Geniuses 2',
  'Young Hercules',
  "Daleks' Invasion Earth 2150 A.D.",
  'He-Man and She-Ra: A Christmas Special',
  'Ocean Girl'],
 ['San ging chaat goo si'],
 ['The Girl Next Door'],
 ['Jackie',
  'Tracks',
  'Creed',
  'Jaane Tu... Ya Jaane Na',
  'Moscow on the Hudson',
  'Ugly',
  'After the Sunset',
  "Billy Lynn's Long Halftime Walk",
  'Arrival',
  'The Wedding Ringer',
  'War Dogs',
  'Stolen Lives',
  'Joy',
  'Resurrecting the Champ',
  'Kung Fu Panda 3',
  'Lung Fu Moon',
  'Before Night Falls',
  'How to Deal',
  'Black',
  'The Ward'],
 ['Trance'],
 ['X-Men: Days of Future Past',
  'RoboCop',
  'Divergent',
  'Jack Ryan: Shadow Recruit',
  'The Ugly'],
 ['Targets', 'The Towering Inferno', 'Gabriel Knight: Sins of the Fathers'],
 ['Savages',
  'In the Land of Blood and Honey',
  'Penny Dreadful',
  'The Assignment',
  'Texas Chainsaw 3D',
  'Stolen',
  'Cherry Falls',
  'Robin Hood',
  'Dillinger',
  'Fritt vilt II',
  'Fright Night Part 2',
  'Paid in Full',
  'Death Race 2',
  'Mechanic: Resurrection',
  'Furious Seven',
  "Perkins' 14",
  'If These Walls Could Talk',
  'Bailout: The Age of Greed',
  'Lone Survivor',
  'The Girl on the Train'],
 ['Wild Hogs',
  "That's My Boy",
  'Love Happy',
  "We're the Millers",
  'Spice World',
  'Hammer & Tickle',
  'High School Musical 2',
  'Le papillon',
  'The Adventures of Pluto Nash',
  'In a World...',
  'Mega Shark vs. Giant Octopus',
  'Uncle Buck',
  'Horrible Bosses 2',
  'Evan Almighty',
  'Partner',
  "My Best Friend's Girl",
  'Spies Like Us',
  'The League',
  'Tu cara me suena',
  'The Martian'],
 ['Fuk sau che chi sei',
  'Conquest',
  'The Woman',
  'Black Death',
  'I Spit on Your Grave 2',
  'Scum',
  'Khiladiyon Ka Khiladi',
  'Samurai Cop 2: Deadly Vengeance',
  'Descent',
  'Cosh Boy',
  'Zero Day',
  'Two Thousand Maniacs!',
  'La svastica nel ventre',
  'Rosso sangue',
  'Detention: The Siege at Johnson High',
  'Valdez Is Coming'],
 ['Womb', 'The Piano'],
 ['Night of the Lepus',
  'Avenging Angel',
  'Orgy of the Dead',
  'Fort Apache',
  'Birdemic: Shock and Terror',
  'This Island Earth',
  'Blood & Donuts',
  'Chemical Wedding',
  'Stop Making Sense',
  'The Runaways',
  'I Bury the Living',
  'Colossus: The Forbin Project',
  "Don't Tell Mom the Babysitter's Dead",
  'Night of the Ghouls',
  'Invaders from Mars',
  'Rock Star',
  'Cult of the Cobra',
  'WrestleMania X-Seven',
  'Time Chasers',
  'The Sound of Music'],
 ['Thunderball',
  'Westworld',
  'The Sum of All Fears',
  'The Living Daylights',
  'The Narrow Margin'],
 ['Sentô shôjo: Chi no tekkamen densetsu',
  'Turistas',
  'Antitrust',
  'FleshEater',
  'The Cold Light of Day',
  'Liberator',
  'Fatal Beauty',
  'Children of the Corn',
  'Survival of the Dead',
  'Mosquito der Schänder',
  'The Accidental Witness',
  'A Bronx Tale',
  'Poetic Justice',
  'Clockers',
  'Macabre',
  'Erased',
  'Bone Tomahawk',
  '5 Days of War',
  'Pride and Glory',
  'Manhunt'],
 ['Miyamoto Musashi'],
 ['A Shot in the Dark', 'Final Destination 5'],
 ['Ella Enchanted'],
 ['The Negotiator'],
 ['Sentô shôjo: Chi no tekkamen densetsu',
  'Turistas',
  'Antitrust',
  'FleshEater',
  'The Cold Light of Day',
  'Liberator',
  'Fatal Beauty',
  'Children of the Corn',
  'Survival of the Dead',
  'Mosquito der Schänder',
  'The Accidental Witness',
  'A Bronx Tale',
  'Poetic Justice',
  'Clockers',
  'Macabre',
  'Erased',
  'Bone Tomahawk',
  '5 Days of War',
  'Pride and Glory',
  'Manhunt'],
 ['Carlos',
  'Cavale',
  'Kiss of the Spider Woman',
  'Balalaika',
  'Les aventures de Rabbi Jacob',
  'Surplus: Terrorized Into Being Consumers',
  'Sakay',
  'The Legend of Bhagat Singh'],
 ['Oliver Twist',
  'Lolita',
  'Switch',
  'Macbeth',
  'Jindabyne',
  'Count Five and Die',
  'Carmen: A Hip Hopera',
  'Bandolero!',
  'Carmen on Ice',
  'Sodom and Gomorrah',
  'Richard III',
  'Macbeth'],
 ['Ronin', 'Ransom', 'Panic Room', 'Out of Time', 'Beyond a Reasonable Doubt'],
 ['15 Minutes'],
 ['Death Wish',
  'Straight Time',
  'Death Wish 3',
  'Death Wish V: The Face of Death',
  'Slaughterhouse',
  'Lipstick',
  'Double Jeopardy',
  'Death Wish 4: The Crackdown',
  'Icarus',
  'Tightrope',
  'Johnny Handsome',
  'Maniac Cop',
  'Hard to Kill',
  'King of New York',
  'Invasion U.S.A.',
  'Thunder Road',
  'The Magnificent Seven',
  'The Last Seduction',
  'Missing in Action 2: The Beginning',
  'Out for Justice'],
 ['Santa Fe Trail',
  'Hustle & Flow',
  'Spartacus',
  'Crazy in Alabama',
  'Julia',
  'Ultimo tango a Parigi',
  'Detective Byomkesh Bakshy!',
  'Zandalee',
  'Romper Stomper',
  'Moon Child',
  "Chinaman's Chance: America's Other Slaves",
  'Gongdong gyeongbi guyeok JSA',
  'La bête humaine',
  'Richard III',
  'The Corruptor',
  'The Real Glory',
  'Blown Away',
  'Vacas',
  'Revolver',
  'A Regra do Jogo'],
 ['Octopussy',
  'The Devil Bat',
  'All Dogs Go to Heaven',
  'Star Trek III: The Search for Spock',
  'Massacre at Central High',
  'The Wicker Man',
  'Slaughterhouse',
  'Silver Bullet',
  'Lipstick',
  'Death Wish 4: The Crackdown',
  'Jail Bait',
  'The Reaping',
  'White Heat',
  'Diamonds Are Forever',
  'Invasion U.S.A.',
  'Popcorn',
  'Thunder Road',
  'The House on Sorority Row',
  'Thinner',
  'The Magnificent Seven'],
 ['Is Anybody There?',
  'Touch',
  'Meet Joe Black',
  'The Witches of Eastwick',
  'The Lamp',
  'Krampus',
  'Witchcraft 7: Judgement Hour',
  'Metal Gear Solid',
  'This House Possessed',
  'Amityville: The Evil Escapes',
  'The Era of Vampires',
  'The Emerald Forest',
  'I Am Not a Serial Killer',
  'Daughter of the Mind',
  'Hereafter',
  'Zeder',
  'Altitude',
  'Paranormal Entity',
  'Paranormal Activity: The Ghost Dimension',
  "The Bishop's Wife"],
 ['The Grandmother', 'Killer7'],
 ['The Kid', 'Heyy Babyy'],
 ['Frogs', 'Evilspeak'],
 ['Me and You and Everyone We Know',
  'Dinner for Schmucks',
  'Clockwatchers',
  "Sinkin' in the Bathtub",
  'Ponette',
  'Deconstructing Harry',
  'Who Framed Roger Rabbit',
  'Journey 2: The Mysterious Island'],
 ['The Grand Budapest Hotel'],
 ['Junkyard Dog',
  'Unstoppable',
  'Ransom!',
  'Ice Station Zebra',
  'The Cincinnati Kid',
  'The Small Back Room',
  'The Bedford Incident',
  'Frozen River',
  'Man Hunt',
  'El arte de morir',
  'Hush',
  'Open Windows',
  'No Highway',
  'Airport 1975',
  'Groupie',
  'Morituri',
  'The Abominable Snowman',
  'Rogue',
  'Last Passenger',
  'Pray for Morning'],
 ['Phantasm',
  'Leprechaun 3',
  'Dr. No',
  'Rabid',
  'Halloween 4: The Return of Michael Myers',
  "5 bambole per la luna d'agosto",
  'The Thing from Another World',
  'Destry',
  'Think Fast, Mr. Moto',
  'Il coltello di ghiaccio'],
 ['The Shop Around the Corner',
  'I vitelloni',
  'Hotel Chevalier',
  'Bloomington',
  '14 Going on 30',
  'Four Christmases',
  'The F Word',
  'Partition',
  'Prom',
  'Enthiran',
  'Becoming Jane',
  'Trainwreck',
  'Selvi Boylum Al Yazmalim',
  'Starting Out in the Evening',
  'Love at First Bite',
  'The Last Picture Show',
  "Bon Voyage, Charlie Brown (and Don't Come Back!!)",
  'Grease 2',
  'Great Expectations',
  'Keith'],
 ['Friends with Kids',
  'The Book of Life',
  'Wimbledon',
  'The Perfect Man',
  'Wonder Boys',
  'The Last Song',
  'Against the Ropes',
  'Two Weeks Notice',
  'Salmon Fishing in the Yemen',
  'The Back-up Plan',
  'Zivot je cudo',
  'Yeh Jawaani Hai Deewani',
  'Human Traffic'],
 ['Choke'],
 ['Jane Eyre', 'The Asphyx'],
 ['Operazione paura', '5 tombe per un medium', 'House of Frankenstein'],
 ['The Shop Around the Corner',
  'I vitelloni',
  'Hotel Chevalier',
  'Bloomington',
  '14 Going on 30',
  'Four Christmases',
  'The F Word',
  'Partition',
  'Prom',
  'Enthiran',
  'Becoming Jane',
  'Trainwreck',
  'Selvi Boylum Al Yazmalim',
  'Starting Out in the Evening',
  'Love at First Bite',
  'The Last Picture Show',
  "Bon Voyage, Charlie Brown (and Don't Come Back!!)",
  'Grease 2',
  'Great Expectations',
  'Keith'],
 ['Empire of the Sun'],
 ['Roy Colt & Winchester Jack',
  'The Mark of Cain',
  'The Stranger Beside Me',
  "Charles Beaumont: The Short Life of Twilight Zone's Magic Man",
  'Eden Log',
  'Under the Rainbow',
  'The Malay Chronicles: Bloodlines',
  'Shatter Me',
  'Spies Are Forever',
  'Kumiko, the Treasure Hunter',
  'A Film with Me in It',
  'Uncanny',
  'Funny About Love',
  '3 Ninjas',
  'Seventh Moon',
  'Toema: Munyeokul'],
 ['The Shop Around the Corner',
  'I vitelloni',
  'Hotel Chevalier',
  'Bloomington',
  '14 Going on 30',
  'Four Christmases',
  'The F Word',
  'Partition',
  'Prom',
  'Enthiran',
  'Becoming Jane',
  'Trainwreck',
  'Selvi Boylum Al Yazmalim',
  'Starting Out in the Evening',
  'Love at First Bite',
  'The Last Picture Show',
  "Bon Voyage, Charlie Brown (and Don't Come Back!!)",
  'Grease 2',
  'Great Expectations',
  'Keith'],
 ['Stella',
  'Rolling',
  'Nae meorisokui jiwoogae',
  'Two for the Seesaw',
  'Cruel Intentions 2',
  'Action of the Tiger',
  'Flight',
  'Born to Win',
  'Strangers When We Meet',
  'Something Wild',
  'Brooklyn',
  'Impact',
  'Mermaid',
  'The Lonely Lady',
  'Laberinto de pasiones',
  'Kal Ho Naa Ho',
  'Intermezzo: A Love Story',
  'Gas, Food Lodging',
  'Nothing in Common',
  'The Little Princess'],
 ['Star Wars'],
 ['Phantasm',
  'Leprechaun 3',
  'Dr. No',
  'Princess of Thieves',
  'All Dogs Go to Heaven',
  'Manos: The Hands of Fate',
  'The Hand',
  'Moonraker',
  'The War of the Worlds',
  'The Last Exorcism',
  'Warlock: The Armageddon',
  'Doppelganger',
  'Destry',
  'Think Fast, Mr. Moto'],
 ['Savages',
  'Arpointeu',
  'Run All Night',
  'Max Payne',
  'Parker',
  'Edge of Darkness',
  'Faster',
  'Kill Switch',
  'Old Boy',
  'The November Man',
  'The Assassination of Richard Nixon',
  'Blood: The Last Vampire',
  'In the Blood'],
 ['The Last Emperor',
  'Taste of Fear',
  'Rivals',
  'Shuttle',
  'Rizzoli & Isles',
  'Life Is Hot in Cracktown',
  'Moonshine Mountain',
  'A Murder of Crows',
  'Panic in the Streets',
  'To vlemma tou Odyssea',
  'White Tiger',
  'Il ritorno di Zanna Bianca',
  'Voodoo Woman',
  'Richard III',
  'Il sepolcro dei re',
  'Risen',
  'Circus of Fear',
  'The Ape Man',
  'Memory Lane',
  'A Warning to the Curious'],
 ['Saints and Soldiers',
  'Peacock',
  'Hollow Man II',
  'Wrecked',
  'Be Cool',
  'The Offence',
  'A Deadly Adoption',
  'Necronomicon',
  'Woman in Gold',
  'Passage to Marseille',
  'Black Angel',
  'Basic',
  'The Stepfather',
  'Notorious',
  'Fatal Vision',
  'Black Sea',
  'La hora cero',
  'Beatrice Cenci',
  'Slow Burn',
  'Nemesis Game'],
 ['Radio',
  'Why Did I Get Married?',
  'Cold War',
  'Shoah',
  'Himiko',
  'The Family That Preys',
  'Haywire',
  'Washington Square',
  'The Captive',
  'Bad Luck Blackie',
  'H.M.S. Defiant',
  "Uncle Tom's Cabin"],
 ['The Last Emperor',
  'Taste of Fear',
  'Rivals',
  'Shuttle',
  'Rizzoli & Isles',
  'Life Is Hot in Cracktown',
  'Moonshine Mountain',
  'A Murder of Crows',
  'Panic in the Streets',
  'To vlemma tou Odyssea',
  'White Tiger',
  'Il ritorno di Zanna Bianca',
  'Voodoo Woman',
  'Richard III',
  'Il sepolcro dei re',
  'Risen',
  'Circus of Fear',
  'The Ape Man',
  'Memory Lane',
  'A Warning to the Curious'],
 ['Bruiser',
  'Ruthless People',
  'Big Bad Wolves',
  'The Interview',
  'The Two Faces of Dr. Jekyll',
  'Cousin Bette'],
 ['The Silence of the Lambs'],
 ['American Dreamz',
  'Stripes',
  'The Wicker Tree',
  'Going in Style',
  'Marmoulak',
  'Miss Tanakpur Haazir Ho',
  'Harrison Bergeron',
  'Kabluey',
  'Welcome to Me',
  'How to Succeed in Business Without Really Trying',
  'Walk Hard: The Dewey Cox Story',
  'Strangers with Candy',
  'Strangers with Candy',
  'A Session with the Committee',
  'Mistress',
  'CB4',
  'Kilomètre zéro',
  'Bananas'],
 ['Condado Macabro',
  'Fear Chamber',
  'Paintball',
  'Shark Night 3D',
  'Open Season',
  'Manhunt 2',
  'The Outcasts of Poker Flat',
  'Captive Wild Woman',
  'Experiment in Terror',
  'Jake Speed',
  'Superman and the Mole-Men'],
 ['Enduring Love', 'Echoes', 'Passchendaele'],
 ['Taste the Blood of Dracula',
  'Never Say Never Again',
  'Blade II',
  'The Hills Have Eyes',
  'BloodRayne',
  'Vampires',
  'Fong sai yuk 2'],
 ['Sweeney Todd: The Demon Barber of Fleet Street'],
 ['The Constant Gardener'],
 ['Killer Elite',
  'Cold Case',
  'Contracted',
  'Universal Soldier: Day of Reckoning',
  'Taken 3',
  'Haywire',
  'Shooter',
  'Arjun Pandit',
  'Chek law dak gung',
  'Mean Guns',
  'Mohenjo Daro',
  'Aakrosh',
  'Tashan'],
 ['Duplex', 'Nacho Libre'],
 ['The Accountant', 'Redbelt', 'Manorama Six Feet Under'],
 ['The Falling',
  'Akahige',
  'Heart of Darkness',
  'La moustache',
  '2010: Moby Dick',
  'Titicut Follies',
  'The Dig',
  'The Black Sleep',
  'Man of a Thousand Faces',
  'Les deux orphelines vampires',
  'The Gamma People',
  'Big Eyes',
  'Saint Ange',
  'The Divide',
  'The Lost Patrol',
  'The Midnight Game',
  'Ordet',
  'Seeds of Yesterday',
  'Crazy People',
  'Curfew'],
 ['Jackie',
  'Tracks',
  'Creed',
  'Jaane Tu... Ya Jaane Na',
  'Moscow on the Hudson',
  'Ugly',
  'After the Sunset',
  "Billy Lynn's Long Halftime Walk",
  'Arrival',
  'The Wedding Ringer',
  'War Dogs',
  'Stolen Lives',
  'Joy',
  'Resurrecting the Champ',
  'Kung Fu Panda 3',
  'Lung Fu Moon',
  'Before Night Falls',
  'How to Deal',
  'Black',
  'The Ward'],
 ['Gwoemul'],
 ["Winter's Bone"],
 ['Sentô shôjo: Chi no tekkamen densetsu',
  'Turistas',
  'Antitrust',
  'FleshEater',
  'The Cold Light of Day',
  'Liberator',
  'Fatal Beauty',
  'Children of the Corn',
  'Survival of the Dead',
  'Mosquito der Schänder',
  'The Accidental Witness',
  'A Bronx Tale',
  'Poetic Justice',
  'Clockers',
  'Macabre',
  'Erased',
  'Bone Tomahawk',
  '5 Days of War',
  'Pride and Glory',
  'Manhunt'],
 ['Dungeons & Dragons: The Book of Vile Darkness',
  'Little Caesar',
  'Busanhaeng',
  'Timber Falls',
  'A Most Violent Year',
  'Justice League: The New Frontier',
  "Uncharted 3: Drake's Deception",
  'The Simpsons: Hit & Run',
  'Bhutto',
  'Feeding Frenzy',
  'Fighting',
  "America's Dark Secrets Documentary",
  'Dinamite Jim',
  'Demonia',
  'Red: Werewolf Hunter',
  'Atlantic Rim',
  'The Giant Gila Monster',
  'Damage',
  'Deadly Eyes',
  "City Slickers II: The Legend of Curly's Gold"],
 ['The Shop Around the Corner',
  'I vitelloni',
  'Hotel Chevalier',
  'Bloomington',
  '14 Going on 30',
  'Four Christmases',
  'The F Word',
  'Partition',
  'Prom',
  'Enthiran',
  'Becoming Jane',
  'Trainwreck',
  'Selvi Boylum Al Yazmalim',
  'Starting Out in the Evening',
  'Love at First Bite',
  'The Last Picture Show',
  "Bon Voyage, Charlie Brown (and Don't Come Back!!)",
  'Grease 2',
  'Great Expectations',
  'Keith'],
 ['Phantasm',
  'Leprechaun 3',
  'Dr. No',
  'Princess of Thieves',
  'All Dogs Go to Heaven',
  'Manos: The Hands of Fate',
  'The Hand',
  'Moonraker',
  'The War of the Worlds',
  'The Last Exorcism',
  'Warlock: The Armageddon',
  'Doppelganger',
  'Destry',
  'Think Fast, Mr. Moto'],
 ['Sentô shôjo: Chi no tekkamen densetsu',
  'Turistas',
  'Antitrust',
  'FleshEater',
  'The Cold Light of Day',
  'Liberator',
  'Fatal Beauty',
  'Children of the Corn',
  'Survival of the Dead',
  'Mosquito der Schänder',
  'The Accidental Witness',
  'A Bronx Tale',
  'Poetic Justice',
  'Clockers',
  'Macabre',
  'Erased',
  'Bone Tomahawk',
  '5 Days of War',
  'Pride and Glory',
  'Manhunt'],
 ['Pandorum'],
 ['War Room',
  "Evolution's Achilles' Heels",
  'To Save a Life',
  "Monumental: In Search of America's National Treasure",
  'Heaven Is for Real',
  "I'm in Love with a Church Girl",
  'Fireproof',
  "God's Not Dead 2",
  'October Baby',
  'The War Within',
  'The Prodigal Planet',
  'A Thief in the Night',
  'Left Behind',
  'Noah',
  'Time Changer',
  'Image of the Beast',
  'Luther',
  'The Cross and the Switchblade',
  'The Investigator',
  "Pilgrim's Progress"],
 ['Trainspotting'],
 ['Saints and Soldiers',
  'Peacock',
  'Hollow Man II',
  'Wrecked',
  'Be Cool',
  'The Offence',
  'A Deadly Adoption',
  'Necronomicon',
  'Woman in Gold',
  'Passage to Marseille',
  'Black Angel',
  'Basic',
  'The Stepfather',
  'Notorious',
  'Fatal Vision',
  'Black Sea',
  'La hora cero',
  'Beatrice Cenci',
  'Slow Burn',
  'Nemesis Game'],
 ['The Last Emperor',
  'Taste of Fear',
  'Rivals',
  'Shuttle',
  'Rizzoli & Isles',
  'Life Is Hot in Cracktown',
  'Moonshine Mountain',
  'A Murder of Crows',
  'Panic in the Streets',
  'To vlemma tou Odyssea',
  'White Tiger',
  'Il ritorno di Zanna Bianca',
  'Voodoo Woman',
  'Richard III',
  'Il sepolcro dei re',
  'Risen',
  'Circus of Fear',
  'The Ape Man',
  'Memory Lane',
  'A Warning to the Curious'],
 ['Nell',
  'Marooned',
  'Compliance',
  'Keane',
  'The Three Faces of Eve',
  'Bastion',
  'Good News',
  'Guys and Dolls',
  'Clique',
  'Always Shine',
  'Stranger Within',
  'Rupan sansei: Gurîn vs Reddo',
  'Nabbeun namja',
  'The Battery',
  'To Have & to Hold',
  'Chicken Little',
  'Das weiße Rauschen'],
 ['Star Trek VI: The Undiscovered Country',
  'Drive In Massacre',
  'The Blue Dahlia',
  'Laura',
  'Blow Out',
  'Murder She Said',
  'The Big Sleep',
  'The Three Musketeers',
  'Radioland Murders',
  'Martha Marcy May Marlene',
  'The Leopard Man'],
 ['Bullitt', 'Tombstone', 'Charley Varrick', 'The Crimson Kimono'],
 ['Get Smart', 'Epic Movie'],
 ['Stella',
  'Rolling',
  'Nae meorisokui jiwoogae',
  'Two for the Seesaw',
  'Cruel Intentions 2',
  'Action of the Tiger',
  'Flight',
  'Born to Win',
  'Strangers When We Meet',
  'Something Wild',
  'Brooklyn',
  'Impact',
  'Mermaid',
  'The Lonely Lady',
  'Laberinto de pasiones',
  'Kal Ho Naa Ho',
  'Intermezzo: A Love Story',
  'Gas, Food Lodging',
  'Nothing in Common',
  'The Little Princess'],
 ['Just Before Dawn', 'Friday the 13th Part III'],
 ['Crimson Peak'],
 ['Phantasm II',
  'Starcrash',
  'The Last Starfighter',
  'Dune',
  'Flash Gordon Conquers the Universe',
  'Yodha'],
 ['The Last Emperor',
  'Taste of Fear',
  'Rivals',
  'Shuttle',
  'Rizzoli & Isles',
  'Life Is Hot in Cracktown',
  'Moonshine Mountain',
  'A Murder of Crows',
  'Panic in the Streets',
  'To vlemma tou Odyssea',
  'White Tiger',
  'Il ritorno di Zanna Bianca',
  'Voodoo Woman',
  'Richard III',
  'Il sepolcro dei re',
  'Risen',
  'Circus of Fear',
  'The Ape Man',
  'Memory Lane',
  'A Warning to the Curious'],
 ['Frozen'],
 ['Dungeons & Dragons: The Book of Vile Darkness',
  'Little Caesar',
  'Busanhaeng',
  'Timber Falls',
  'A Most Violent Year',
  'Justice League: The New Frontier',
  "Uncharted 3: Drake's Deception",
  'The Simpsons: Hit & Run',
  'Bhutto',
  'Feeding Frenzy',
  'Fighting',
  "America's Dark Secrets Documentary",
  'Dinamite Jim',
  'Demonia',
  'Red: Werewolf Hunter',
  'Atlantic Rim',
  'The Giant Gila Monster',
  'Damage',
  'Deadly Eyes',
  "City Slickers II: The Legend of Curly's Gold"],
 ['Elizabethtown', "Something's Gotta Give"],
 ['New Jack City', 'The Nice Guys', 'Juice'],
 ["Brooklyn's Finest"],
 ['El método', 'Ae Fond Kiss...'],
 ['The Magdalene Sisters'],
 ['Dom Hemingway',
  'My Bodyguard',
  'Peter & the Wolf',
  'Stand Up Guys',
  'The Beast of War',
  "Fool's Fire",
  '12 and Holding',
  'Five the Hard Way',
  'Van Wilder: Freshman Year',
  'Beta House',
  'Revenge',
  'Trick or Treat',
  'Avenging Angel',
  'Cat Ballou',
  'Meet the Robinsons',
  'The Highwayman',
  'Butterfly on a Wheel',
  'Kokuhaku',
  'The Bravados',
  'Películas para no dormir: Cuento de navidad'],
 ['Saturday the 14th',
  'Drop Dead Fred',
  "Wayne's World 2",
  'Hell Comes to Frogtown',
  "Porky's Revenge",
  'The Horror of Party Beach',
  'Quick Change',
  'The Garbage Pail Kids Movie',
  'The Big Steal'],
 ['Saw IV', 'Saw III'],
 ['Lifeforce'],
 ['Frauen ohne Unschuld',
  'Fascination',
  'The Black Room',
  'The Love Machine',
  'Der Fan',
  'Bayonetta'],
 ['Bugsy',
  'Whiskey Tango Foxtrot',
  'Sorority Row',
  'Very Bad Things',
  'The Whole Nine Yards',
  'Breaking Bad',
  'Creepshow 3',
  'Rush Hour 3',
  'Final Destination 5',
  'Cabin Fever 2: Spring Fever',
  'Collateral Damage',
  "Let's Kill Ward's Wife",
  'Shivers',
  'House of the Dead',
  'Black Sheep',
  'Do the Right Thing',
  'The Hillz',
  'Ride Along 2',
  'Shriek If You Know What I Did Last Friday the Thirteenth',
  '100 Bloody Acres'],
 ['Whiskey Tango Foxtrot',
  'Sorority Row',
  'Cabin Fever 2: Spring Fever',
  'The Hillz',
  'Ride Along 2',
  '100 Bloody Acres',
  'Every Which Way But Loose',
  'Road Kill',
  'The Candy Snatchers',
  'Hak se wui',
  'Gingerdead Man 2: Passion of the Crust',
  'Six Ways to Sunday',
  'Supernova',
  'Gunmen',
  'The Revenant'],
 ['The Return of the Living Dead',
  'Home Alone',
  'Mystery Science Theater 3000: The Movie',
  'Happy Gilmore',
  'Heartbreak Ridge',
  'Fletch',
  'Jay and Silent Bob Strike Back',
  'Bad',
  'Bad Taste',
  'Lake Placid',
  'Bulletproof',
  'Ace Ventura: When Nature Calls',
  'Død snø',
  'Observe and Report',
  'All About the Benjamins',
  'Miracle Mile',
  "Wayne's World",
  'Fierce Creatures',
  "Kelly's Heroes",
  'Batman & Mr. Freeze: SubZero'],
 ['The Iron Lady', 'La môme'],
 ['The Wanderers',
  'Red Shoe Diaries',
  'Silsila',
  'Les parapluies de Cherbourg',
  'Mannequin',
  'Five Easy Pieces',
  'The Pirate',
  'Country Strong',
  'The Beast with a Million Eyes',
  'Earth Girls Are Easy',
  'The Rescuers Down Under',
  'Stand by Me Doraemon',
  'Stranger in Our House',
  'Electric Dreams',
  'The Pebble and the Penguin',
  'Tomboy',
  'As Time Goes by',
  'Lage Raho Munna Bhai',
  'Little Darlings',
  'Forever Young'],
 ['Chappie', 'Self/less'],
 ['The Last Emperor',
  'Taste of Fear',
  'Rivals',
  'Shuttle',
  'Rizzoli & Isles',
  'Life Is Hot in Cracktown',
  'Moonshine Mountain',
  'A Murder of Crows',
  'Panic in the Streets',
  'To vlemma tou Odyssea',
  'White Tiger',
  'Il ritorno di Zanna Bianca',
  'Voodoo Woman',
  'Richard III',
  'Il sepolcro dei re',
  'Risen',
  'Circus of Fear',
  'The Ape Man',
  'Memory Lane',
  'A Warning to the Curious'],
 ['The Last Man on Earth',
  'La La Land',
  'Fur: An Imaginary Portrait of Diane Arbus',
  'For Love of the Game',
  'Philomena',
  'Birthday Girl',
  'Taking Chance',
  'Earthbound'],
 ["Valentine's Day",
  'Wedding Crashers',
  'What Happens in Vegas',
  'Bride Wars',
  'Coyote Ugly',
  'The Gold Rush',
  'The Break-Up',
  'Pretty Woman',
  'Friends with Benefits',
  'Emma',
  'The Fantasticks',
  "Dr. Horrible's Sing-Along Blog",
  'Win a Date with Tad Hamilton!',
  "She's All That",
  'Outsourced',
  'Ice Age: The Meltdown',
  'How to Lose a Guy in 10 Days',
  'Nine Months',
  'Bulworth'],
 ['Star Trek Into Darkness'],
 ['Nighthawks',
  'Judgment Night',
  'Breaking Bad',
  'Best Seller',
  'Domestic Disturbance',
  'Straight Time',
  'U.S. Marshals',
  'Streets of Blood',
  'Double Jeopardy',
  'Frantic',
  'Icarus',
  'State of Grace',
  "'71",
  'Mercury Rising',
  'Johnny Handsome',
  'In the Cut',
  'Street Kings',
  'Eraser',
  'Fear',
  'Snitch'],
 ['Dungeons & Dragons: The Book of Vile Darkness',
  'Little Caesar',
  'Busanhaeng',
  'Timber Falls',
  'A Most Violent Year',
  'Justice League: The New Frontier',
  "Uncharted 3: Drake's Deception",
  'The Simpsons: Hit & Run',
  'Bhutto',
  'Feeding Frenzy',
  'Fighting',
  "America's Dark Secrets Documentary",
  'Dinamite Jim',
  'Demonia',
  'Red: Werewolf Hunter',
  'Atlantic Rim',
  'The Giant Gila Monster',
  'Damage',
  'Deadly Eyes',
  "City Slickers II: The Legend of Curly's Gold"],
 ['The Last Emperor',
  'Taste of Fear',
  'Rivals',
  'Shuttle',
  'Rizzoli & Isles',
  'Life Is Hot in Cracktown',
  'Moonshine Mountain',
  'A Murder of Crows',
  'Panic in the Streets',
  'To vlemma tou Odyssea',
  'White Tiger',
  'Il ritorno di Zanna Bianca',
  'Voodoo Woman',
  'Richard III',
  'Il sepolcro dei re',
  'Risen',
  'Circus of Fear',
  'The Ape Man',
  'Memory Lane',
  'A Warning to the Curious'],
 ['Night at the Museum'],
 ['Into the Wild'],
 ['The Prestige'],
 ['Trois couleurs: Blanc'],
 ['Generation P',
  'Slipstream',
  'S1m0ne',
  'Chicago',
  'The Dream Team',
  'Slashers',
  'From the Hip',
  'My Fellow Americans'],
 ['Paddington',
  'Better Call Saul',
  'The Thrill of It All',
  'Stir Crazy',
  'Stalag 17',
  'The Witches of Eastwick',
  'King of the Zombies',
  'Open Season 3',
  'Do You Like My Basement',
  'Mr. & Mrs. Smith',
  'How to Steal a Million',
  'The Game Plan',
  'The Inbetweeners 2',
  'Hannah and Her Sisters',
  "St. Trinian's",
  'Rare Exports',
  'Silent Movie',
  'Drumline',
  'Take Me Home Tonight',
  'Carnal Knowledge'],
 ['Zombie Honeymoon',
  'The Finest Hours',
  'A Star Is Born',
  'The Man with the Golden Arm',
  'La belle personne',
  'Romeo and Juliet',
  'Baabul',
  'A Summer Story',
  'Romeo i Dzhulyetta',
  "The French Lieutenant's Woman",
  'The Red and the Black',
  'Henna',
  'Pocahontas',
  'Gable and Lombard',
  'Othello',
  'Ek Duuje Ke Liye',
  'Pollock',
  'Monsieur Lazhar',
  'Romeo & Juliet',
  'Romeo and Juliet'],
 ['Sleuth'],
 ['The Liberation of L.B. Jones'],
 ['Joe Dirt'],
 ['Willow'],
 ['Marathon Man',
  'Survivor',
  'Morgan',
  'The Curse of Frankenstein',
  'Red Hill',
  'American Sniper',
  'No Escape',
  'We Own the Night',
  'Jason Bourne',
  'The Revenant',
  'Jane Got a Gun',
  'Giallo'],
 ['Eternal Sunshine of the Spotless Mind'],
 ['The Spectacular Now',
  'Flash of Genius',
  'Factory Girl',
  'The Way to the Stars',
  'Shall We Dance',
  'Haven',
  'The Snow Walker'],
 ['Hacksaw Ridge',
  'The Quiet Man',
  'American Son',
  'The Juggler',
  'Wake of the Red Witch',
  'Awarapan',
  'Save the Last Dance',
  'Czlowiek z zelaza',
  'Yol',
  'Bichhoo',
  'Thumbsucker',
  "All the King's Men"],
 ['Extract',
  'Liar Liar',
  'House M.D.',
  'The House Bunny',
  "National Lampoon's Christmas Vacation",
  'Van Wilder',
  'The Hot Chick',
  'Rat Race'],
 ["Assassin's Creed IV: Black Flag",
  'The Monuments Men',
  'Biker Boyz',
  'My Favorite Year',
  'Vertical Limit',
  'Ice Age: Continental Drift',
  'Mutiny on the Bounty',
  'Treasure Island',
  'The Prince and the Pauper',
  'Wing Commander',
  'Cartouche',
  'Muppet Treasure Island',
  "The Gallopin' Gaucho",
  'Mutiny on the Bounty',
  'Snow White and the Three Stooges',
  "La fille de d'Artagnan",
  'The Exile',
  'The Black Rose',
  'The Master of Ballantrae',
  'Kidnapped'],
 ['Lara Croft: Tomb Raider',
  'Kidnapped',
  'Princess of Thieves',
  'Blue Thunder',
  'Robin Hood',
  'Captain Kidd'],
 ['The Interpreter'],
 ['Beasts of the Southern Wild'],
 ['The Jerk'],
 ['Blade: Trinity',
  'Dracula 3D',
  "Child's Play 2",
  'Scars of Dracula',
  'Hellsing Ultimate'],
 ['Dungeons & Dragons: The Book of Vile Darkness',
  'Little Caesar',
  'Busanhaeng',
  'Timber Falls',
  'A Most Violent Year',
  'Justice League: The New Frontier',
  "Uncharted 3: Drake's Deception",
  'The Simpsons: Hit & Run',
  'Bhutto',
  'Feeding Frenzy',
  'Fighting',
  "America's Dark Secrets Documentary",
  'Dinamite Jim',
  'Demonia',
  'Red: Werewolf Hunter',
  'Atlantic Rim',
  'The Giant Gila Monster',
  'Damage',
  'Deadly Eyes',
  "City Slickers II: The Legend of Curly's Gold"],
 ['Underworld: Evolution'],
 ['Red Heat', 'Tango & Cash', 'Wall Street', 'Lone Wolf McQuade'],
 ['The Fountainhead',
  'Blue Like Jazz',
  'Bull Durham',
  'Shadowlands',
  'Maljukgeori janhoksa',
  'To meteoro vima tou pelargou',
  'Az ötödik pecsét',
  'Zindagi Na Milegi Dobara',
  'Absolon',
  'Funny Face',
  'The American Dreamer',
  'Encounters at the End of the World',
  "Bickford Shmeckler's Cool Ideas",
  'The Big Kahuna',
  'Cinderella Swings It',
  'Guide',
  'Kûki ningyô',
  'The Talos Principle',
  'After the Dark',
  'The River Why'],
 ['Metropolis', 'Manos: The Hands of Fate'],
 ['Bugsy',
  'In the Land of Blood and Honey',
  'Central Intelligence',
  'Texas Chainsaw 3D',
  'Stolen',
  'Cherry Falls',
  'Dillinger',
  'Paid in Full',
  'Furious Seven',
  "Perkins' 14",
  'Lone Survivor',
  'Bordertown',
  'Bastille Day',
  'Creepshow 3',
  'The Tournament',
  'Taken 2',
  'The Hateful Eight',
  'Straw Dogs',
  'Bad Kids Go to Hell',
  'Collateral Damage'],
 ['Spud',
  'Ghost Town',
  'Failure to Launch',
  'Pitch Perfect',
  'City Slickers',
  'Aliens in the Attic',
  'Nebraska',
  'The North Avenue Irregulars',
  'The Pink Panther Strikes Again',
  'The Change-Up',
  'For the Birds',
  "Man's Favorite Sport?",
  'Veronica Mars',
  'Over the Hedge',
  'Littleman',
  'My Life in Ruins',
  'G-Force',
  "Brewster's Millions",
  "L'umanoide",
  'Mexican Hayride'],
 ['Dungeons & Dragons: The Book of Vile Darkness',
  'Little Caesar',
  'Busanhaeng',
  'Timber Falls',
  'A Most Violent Year',
  'Justice League: The New Frontier',
  "Uncharted 3: Drake's Deception",
  'The Simpsons: Hit & Run',
  'Bhutto',
  'Feeding Frenzy',
  'Fighting',
  "America's Dark Secrets Documentary",
  'Dinamite Jim',
  'Demonia',
  'Red: Werewolf Hunter',
  'Atlantic Rim',
  'The Giant Gila Monster',
  'Damage',
  'Deadly Eyes',
  "City Slickers II: The Legend of Curly's Gold"],
 ['Drive'],
 ['Stella',
  'Rolling',
  'Nae meorisokui jiwoogae',
  'Two for the Seesaw',
  'Cruel Intentions 2',
  'Action of the Tiger',
  'Flight',
  'Born to Win',
  'Strangers When We Meet',
  'Something Wild',
  'Brooklyn',
  'Impact',
  'Mermaid',
  'The Lonely Lady',
  'Laberinto de pasiones',
  'Kal Ho Naa Ho',
  'Intermezzo: A Love Story',
  'Gas, Food Lodging',
  'Nothing in Common',
  'The Little Princess'],
 ['Die Another Day',
  'The Quatermass Xperiment',
  'I Saw What You Did',
  'The Lady Vanishes',
  'Sabotage',
  'Virtuality',
  "Airport '77",
  'Guilty Conscience',
  'The Moon-Spinners',
  'The Peacemaker',
  'Secret Agent',
  "Don't Be Afraid of the Dark",
  'The Arrival',
  'Blackmail',
  'The Man Who Knew Too Much',
  'The Supernaturals',
  'Wrecker',
  'Bees Saal Baad',
  'When a Stranger Calls',
  'Number Seventeen'],
 ['Superman'],
 ['To Kill a Mockingbird'],
 ['Savages',
  'In the Land of Blood and Honey',
  'Penny Dreadful',
  'The Assignment',
  'Texas Chainsaw 3D',
  'Stolen',
  'Cherry Falls',
  'Robin Hood',
  'Dillinger',
  'Fritt vilt II',
  'Fright Night Part 2',
  'Paid in Full',
  'Death Race 2',
  'Mechanic: Resurrection',
  'Furious Seven',
  "Perkins' 14",
  'If These Walls Could Talk',
  'Bailout: The Age of Greed',
  'Lone Survivor',
  'The Girl on the Train'],
 ["Can't Hardly Wait",
  'The Wicker Man',
  'Powder',
  'Rise',
  'Pumpkinhead',
  "Romy and Michele's High School Reunion",
  'Gekitotsu! Satsujin ken',
  'Wild Bill'],
 ['The Mentalist',
  'Storm of the Century',
  '1',
  'Curse of the Black Widow',
  'Fallen Angel',
  'Something Weird',
  'Silent Night, Deadly Night 3: Better Watch Out!',
  'Mine Games',
  'La comtesse noire',
  'The Case of the Whitechapel Vampire',
  'The Medusa Touch',
  'High Anxiety',
  'Fateful Findings',
  'Skullduggery',
  'The Dead Zone',
  'Tales of the Third Dimension',
  'Demonoid: Messenger of Death',
  'Blood Link',
  'Unfriended 2',
  "It's a Wonderful Afterlife"],
 ['Dead Presidents'],
 ['The Last Emperor',
  'Taste of Fear',
  'Rivals',
  'Shuttle',
  'Rizzoli & Isles',
  'Life Is Hot in Cracktown',
  'Moonshine Mountain',
  'A Murder of Crows',
  'Panic in the Streets',
  'To vlemma tou Odyssea',
  'White Tiger',
  'Il ritorno di Zanna Bianca',
  'Voodoo Woman',
  'Richard III',
  'Il sepolcro dei re',
  'Risen',
  'Circus of Fear',
  'The Ape Man',
  'Memory Lane',
  'A Warning to the Curious'],
 ['In the Land of Blood and Honey',
  'Texas Chainsaw 3D',
  'Cherry Falls',
  'Robin Hood',
  'Dillinger',
  'Un prophète',
  'Paid in Full',
  'The Brave One',
  'Furious Seven',
  "Perkins' 14",
  'Lone Survivor',
  'Bordertown',
  'Taken 2',
  'Straw Dogs',
  'The Three Burials of Melquiades Estrada',
  'Horsemen',
  'No One Lives',
  "What's the Matter with Helen?",
  'Zhong Nan Hai bao biao',
  'Dr. Giggles'],
 ['Drácula', '37°2 le matin'],
 ['Die Another Day',
  'The Quatermass Xperiment',
  'I Saw What You Did',
  'The Lady Vanishes',
  'Sabotage',
  'Virtuality',
  "Airport '77",
  'Guilty Conscience',
  'The Moon-Spinners',
  'The Peacemaker',
  'Secret Agent',
  "Don't Be Afraid of the Dark",
  'The Arrival',
  'Blackmail',
  'The Man Who Knew Too Much',
  'The Supernaturals',
  'Wrecker',
  'Bees Saal Baad',
  'When a Stranger Calls',
  'Number Seventeen'],
 ['City Lights']]
In [257]:
amount = []
for i in name_sim_movies:amount.append(len(i))
In [258]:
Counter(amount)
Out[258]:
Counter({20: 173,
         1: 146,
         4: 16,
         2: 45,
         13: 7,
         3: 31,
         6: 11,
         11: 5,
         10: 4,
         12: 7,
         14: 5,
         18: 3,
         5: 14,
         15: 4,
         9: 5,
         17: 5,
         7: 6,
         8: 10,
         16: 2,
         19: 1})
In [259]:
def tags_sim(listt):
    name_sim_movies = []
    for x in listt:
        name_sim_movies.append(vector_info.tags[x[0]])
    return name_sim_movies
In [260]:
tags_sim_movies = []
for i in final_cos:tags_sim_movies.append(tags_sim(i))
In [290]:
final_cos[:10]
Out[290]:
[[(1, 1.0),
  (8, 1.0),
  (34, 1.0),
  (53, 1.0),
  (57, 1.0),
  (63, 1.0),
  (336, 1.0),
  (341, 1.0),
  (414, 1.0),
  (433, 1.0),
  (455, 1.0),
  (479, 1.0),
  (486, 1.0),
  (509, 1.0),
  (566, 1.0),
  (673, 1.0),
  (691, 1.0),
  (711, 1.0),
  (772, 1.0),
  (782, 1.0)],
 [(2, 1.0),
  (46, 1.0),
  (51, 1.0),
  (83, 1.0),
  (98, 1.0),
  (143, 1.0),
  (184, 1.0),
  (225, 1.0),
  (238, 1.0),
  (252, 1.0),
  (305, 1.0),
  (325, 1.0),
  (381, 1.0),
  (386, 1.0),
  (389, 1.0),
  (415, 1.0),
  (645, 1.0),
  (664, 1.0),
  (702, 1.0),
  (721, 1.0)],
 [(3, 1.0)],
 [(4, 1.0)],
 [(5, 1.0), (2563, 0.9), (12358, 1.0), (13969, 1.0)],
 [(6, 1.0), (2330, 0.9), (5804, 0.9), (9343, 0.9)],
 [(7, 1.0), (1315, 0.9), (2801, 1.0), (3389, 0.9)],
 [(1, 1.0),
  (8, 1.0),
  (34, 1.0),
  (53, 1.0),
  (57, 1.0),
  (63, 1.0),
  (336, 1.0),
  (341, 1.0),
  (414, 1.0),
  (433, 1.0),
  (455, 1.0),
  (479, 1.0),
  (486, 1.0),
  (509, 1.0),
  (566, 1.0),
  (673, 1.0),
  (691, 1.0),
  (711, 1.0),
  (772, 1.0),
  (782, 1.0)],
 [(9, 1.0),
  (237, 0.9),
  (354, 0.9),
  (393, 0.9),
  (492, 0.9),
  (501, 0.9),
  (965, 0.9),
  (980, 0.9),
  (1045, 0.9),
  (1130, 0.9),
  (1206, 0.9),
  (1331, 0.9),
  (1409, 0.9),
  (1426, 1.0),
  (1645, 0.9),
  (1791, 0.9),
  (1931, 0.9),
  (1971, 1.0),
  (1974, 1.0),
  (1987, 0.9)],
 [(10, 1.0)]]
In [293]:
def precise_movie(num):
    all_cos_sim1 = []
    for i in range(14828):all_cos_sim1.append(round(all_cosine_similarity(num,vector_space_model.iloc[:,i]),2))
    return all_cos_sim1
In [294]:
precise_movies= []
for i in range(1,501):precise_movies.append(precise_movie(i))
In [303]:
def precise_list(num, lisst):
    storage = []
    for x in lisst:storage.append(precise_movies[num][x[0]]) 
    return storage
In [305]:
precise_cos = []
for i,y in enumerate(final_cos):precise_cos.append(precise_list(i,y))
In [314]:
precise_cos[8]
Out[314]:
[1.0,
 0.89,
 0.89,
 0.91,
 0.89,
 0.89,
 0.89,
 0.91,
 0.89,
 0.89,
 0.89,
 0.89,
 0.89,
 1.0,
 0.89,
 0.89,
 0.91,
 1.0,
 1.0,
 0.91]
In [343]:
df = pd.DataFrame({'Name of the Movie':main_movie_500,
                   'Names of Movies that Similar':name_sim_movies,
                   'Cosine Similarity Percentage':precise_cos,
                   'Tags of the Movies':tags_sim_movies})
In [344]:
pd.set_option('expand_frame_repr', True)
df
Out[344]:
Name of the Movie Names of Movies that Similar Cosine Similarity Percentage Tags of the Movies
1 Dungeons & Dragons: The Book of Vile Darkness [Dungeons & Dragons: The Book of Vile Darkness... [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, ... [violence, violence, violence, violence, viole...
2 The Shop Around the Corner [The Shop Around the Corner, I vitelloni, Hote... [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, ... [romantic, romantic, romantic, romantic, roman...
3 Mr. Holland's Opus [Mr. Holland's Opus] [1.0] [inspiring, romantic, stupid, feel-good]
4 Scarface [Scarface] [1.0] [cruelty, murder, dramatic, cult, violence, at...
5 A Single Man [A Single Man, Todo sobre mi madre, Tipping th... [1.0, 0.87, 1.0, 1.0] [romantic, queer, flashback, melodrama, romant...
... ... ... ... ...
496 A Warning to the Curious [The Last Emperor, Taste of Fear, Rivals, Shut... [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, ... [murder, murder, murder, murder, murder, murde...
497 Robin Hood [In the Land of Blood and Honey, Texas Chainsa... [0.89, 0.89, 0.89, 1.0, 0.89, 0.91, 0.89, 0.91... [revenge, murder, violence, flashback, revenge...
498 Drácula [Drácula, 37°2 le matin] [1.0, 1.0] [insanity, cult, insanity, cult]
499 The Quatermass Xperiment [Die Another Day, The Quatermass Xperiment, I ... [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, ... [suspenseful, murder, suspenseful, murder, sus...
500 City Lights [City Lights] [1.0] [dramatic, comedy, entertaining, romantic, mel...

500 rows × 4 columns

In [ ]: